{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ae14ebd7-23c9-4fce-aec0-fdcf32959a96",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 逆快速傅里叶变换ifft去噪还原\n",
    "具体要求参考：[链接](https://www.wolai.com/zzutai/e5LKjihtDL6q1q3xYXSREM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2b656b7a-526a-4059-a843-c8faedde6dbe",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Zw+FwOBwOh8PhcDgcDofD4XA4suAC822AN5RAMJ4q9zA4HA6Hw+FwOBwOh8PhcDgcDkcSXGAuI/FUBh/4ynnc/bEX8LP/cRrZLC33kDgcDofD4XCY4gsn8PHnBjG9HC33UDgcDofD4XA4HI4KcIG5jPzw2jyeu7GIN2yvxfXZIL5zabbcQ+JwOBwOh8Nhyp89fR2feGkEb/z4y3jx5mK5h8PhqEY8lSn3EDgcDofD4XDKwh0nMI/7Injgb1/CL3/5HK7NBMo6lq+enUZ7tRWf/bm7sLfJiX94bhDJdLasY+JwOBwOh8NhxUsDi/jhtQW8/4F21DtN+LejI2UdT/9cAIc++nxZx8B5/TG4EMJ7Pncae/78WXzzwky5h8PhcDgcDodTcu44gflvfzSApXASFyZX8PvfuAxKyxNLMeIJ4+zEMn7mcDM0GoJffbgT84E4rsz4yzIeDqcQSik+9K2r+P++fQ0Tvki5h8PhcDic1yj/8co42qos+KM3b8fPHG7BxSk/JpfKd135p+eHkeCb+RyGJNNZvP/L53BzPoSdDU78wTeu4OnLvCqRw+FwOBzOncUdJTBfnFrBM/0L+NWHO/FHb96OocUwLk6tlGUsP7g6D0KAdx5sBADc11kFQoCTI0tlGQ+HU8j3rs7jq+em8bVzU/iJT51ANJku95A4HA6H8xojmkzj/OQyHt9VB4NOgx/f3wBCgKcuzZVlPNdnA3jh5iJ+5cGOsrw/Rz6heArv++JZvOdzp3F00FPu4byK/z07hZmVGP75Z/bjGx+8F7sbHfiXF4d5bxUOh8PhcDh3FHeUwPzVs1NwmHT45Qfb8WP7GmA1aPE/Z6bLMpaLUyvYVmtHjd0EAHBZDNjV4MCJUV9ZxsPhiMSSGfzND29iV4MD//X+e+CPpvDM9YVyD4vD4XA4rzHOjC0jlaF4oLsaANDgMuOe9kp872p5BOb/PDUJm1GHX7ivrSzvz5FHPJXBez9/FseGfRj3RvC+L57D1duk4i+eyuCTLw3j3o4qPNhdDYNOg195sANj3gj6hm4vIZzD4XA4HA5HTe4ogfnk6BLu66yG1aiD1ajD2/c34vtX50rekINSisvTfuxvdr3q9vs7q3FpagWxJG8QwikfLw4sYi4Qx4fesh33dlahtcqCb5zneYIcDofDkcaxYR+MOg0Ot1Xmb3uw240RTxiBaKrk4zk9voT7OqvgNOtL/t4c+Xzr4gyuTPvxL+86gGd/9yFUWQ346Pdvli3mrpATIz74wkl84OEOEEIAAE/sqUe904QvHJ8o7+A4HA6Hw+HctkSTaZwc9b2uKp7uGIF5ejmKmZUY7uuqyt/Wu82NRDqL/rlgSccy7osgEEvdIjDf21mFVIbi/ORyScfD4RRyYmQJdqMO93ZUgRCCnzrYhFNjS5hejpZtTBenVvDiVOq2K4vlcDgczsYcG/bi7vZKmPTa/G37mlwAgKuz/pKOZSEQx+RSFHe3V279YM5tA6UUXzoxgd2NDjyxpw52kx6/91gPzk4so2/QW+7h4bn+RdiNOtzfWZ2/Ta/V4B0HGnFqbAmBWOk3UjgcDofD4dzeLAbj+Ol/P4Wf/Y8zeOITxzDiCZV7SEy4YwTmk7noiXs7VgXmAzmB91KJc5gvT/uF92+peNXth3IOn4uT/pKOh8Mp5OSoD/d0VEGnFU4Pb9vXAAB4Zbg8C7lwIo1f+MJZ/OeNJN73xXMYWnx9nHw5HA7n9Yw/msSwJ4wjBfMuANjT5AQAXJ0JlHQ8Z8aFHhf3tFdt8UjO7cSJkSUMe8L4xfva8w7hnznUjAqLHk+VuZFeJkvxws1FPLK9Bgbdq5dUvdtqkMlSnBjh0XccDofD4XBWoZTig/95AeO+CH7/TT1YCMbxZ0/3l3tYTLiDBOYlVNuM6Kqx5W+rcZjQ6DLjUk7wLRWXpvywGrSvGgsA2Iw6tFZZMLhYWkc1hyMyvRzF5FIU9xc4/duqLKiw6HGlxMeJyFfPTiEUT+M3Dxhh1mvx2VfGyjIODud2Z9wXwe9//Qqe/Myp180uOOe1y8CC8Bvc1eB41e1Osx7t1daSX1POji/DZtRhR729pO/7WoFSWtZKpY146vIsnGY9fmxfff42nVaDx3fV4cWbnpLH3BVyfmIZS5EkHt9Vd8t9B1tcsJt0ePk2cFlzOBwOh8O5fTg3sYLL0358+Ikd+M03dOO3Hu3GydElHB9+7W9K3zEC87nxZRzpqMy7H0QOtLhwabK0DuYrM37sbXJBqyG33Let1p5flHE4pUZ0+t/ftVrqSQjBvmYXrkyX1m0GAKlMFl84Po572itxV60OTx5qwtOXZ7EQiJd8LBzO7c6fPHUNP7o+j6szfvzdM4PlHg7nDmdgXtgs31HvuOW+vU3OkjuYz44v467Winx1DmeVOX8MP/+Fs3jw747i9752GeFEutxDAiCI3i8PefFgdzWMOu2r7nvLnnqEE2kcK+Ni7PiID1oNwcPb3Lfcp9Nq8GB3NV4e8t4WWdEcDofD4XBuD/7j2BgqLHr85MEmAMB7jrSg0WXGJ14aLvPIlHNHzLID0RTmAnHsaXTect/BlgrMBeIlE6wopRjxhLGtbn0HzfY6OyZ8kbI0HvzyyQn83tcu4yunJkr63pzbh7PjK6i2GdC9xl2/r8mFIU+o5IvOc+PLmAvE8b772wAA77u/HakMxQ+vzZd0HBzO7c6IJ4QTI0v49Ue68MGHOvHcjUVcny39phCHIzKwEEKl1YAau/GW+/Y2ubAQjMMTLM3cK5pMY8QbxoEWV0ne77UEpRS/+b+XcHFyBe882IinLs/iz566Xu5hAQBuzofgDSXwcM+tAq7YrPFHZZwPnJtYxq4GB2xG3br39/bUYCEYx7AnXOKRcTgcDofDuR2ZD8Twws1FvOeeVpgNwua5UafFk4eacW5iGd5QoswjVMYdITAPLAgump51RF1xsXG5RKWaC8E4oskMOtcIeCLb6x3IUmCkxJPRZ/sX8JHv9uP5m4v4yHf7cXXGX9L359weDCwEsaPecYvTf3+LC5QC10rsODs3sQJCgHtzzXPaqq1oqjDj3ARvhMm5PbgwuYL/eGUMoXh5Gzl95dQkDFoN3nW4Gb/0QDvsJh0+f3y8rGPi3NncnA9ie539lusJAOzOxWbcmC9NJNioJwJKgZ5aHo+xlpeHvLgwuYIPv3UHPv7kfrz/gXY8dXkWE75IuYeW7/3w0DoCsz7nED45ulQWh3Aqk8XlaT/uaq3Y8DGH2oT7St3rhaMuF6dWsBJJlnsYHA6Hw3kN0jfoBaXA2/c3vOr2x3bVglLg+RuLZRrZKqlMVvZz7wiBeTDXFGz7OgLz9jphkTNcosZhox5hwt7ptq57v+hsLmVMRjqTxd89O4iuGhuO/eEjcNuM+PB3riGT5SV9dxLpTBbDnvC65cz7mlwAhHiXUnJ+chnbau1wmvX52+5uq8S5iWVecsopO+FEGv/nvy/gr394E71/31e2/NJsluK7V+bwlj11qLIZ4TTr8ci2GpwY8fHjhFMWMlmKwcVQfo61FnGTfcxbGhFTbA7bU7v+5v6dzD+9MIxGlxk/fVczAOBXHuqATqvBp/pGyjwy4OVBL7bX2VHrMK17/93tlVgIxjGzEivxyID+uSDiqSwO5xp0r0d7tRUOk65kJhaOukSTafzOVy/hnZ86icf++ZV8rByHw+FwOMXSN+hBg9N0S8X49jo7WioteLZ/oUwjW+Vr56ZlP/eOEJgHFkJwmHSoW2eCajZo0egyY9RbGsew+D5d7vUXOW1VVhh1mnx2YSn4wbV5jHkj+L+Pb4PLYsCH3rId12eDOD22VLIxcMrPxFIUyXQW29ZxeFVaDWiuNJfUwZzOZHFxcgV3t7968XaorRK+cBITS7dfMyLOncUnXhzGYjCBj/7EbvhjKfzP2amyjGPMF4Y/msL9navZ6fd0VMITSmD8NnAhcu48JpciiKey2L5BQ70qqwEOkw5jvtLMvYY8Iei1BK1V62/u36mMeMK4Mu3H+x9oh0EnLAlq7Cb89F1NeOryHKLJ8mUxpzJZXJxawX0F57W1iPODs+Olr2o6n6ukOrSJg1nsYXFpyl+iUXHU5N/7RvHU5Tl84KEOOEw6fPArFxAsc/USh8PhcF47pDJZnBhZwsPbam6p8COE4PFdtTg56it7Zez/nJG/pi2LwDwfkW+5lsPgguCiWa9MExCcNCMlFJjtRh3c62QSAoBWQ9Bda8u7rkvB8zcWUWM34rGdtQCAN++ug1GnwXO3we4Jp3SIUTIbCQLdNfaSbcQAQvZiJJnBoTXuoLvbhcXcuTIsKDkckVgygy+dnMBPHmzCe4+04qHuanzn4mxZKj8uTvoBAAcLhI4jHVUAgDP8OOGUAbEKa73KMUCYRLe7bSVzMI8shtFRbYO+xA3+CCG1hJBjBf//eULIKULIn5R0IBsglmG+eXfdq25/6556JNPZsjbQG1wIIZHObpqb3VMjVDiVQ2A+N7GMlkoLajZwV4scaHZhaDGEyG3QODGWzODpy7Mlj+F7PRCIpfDFExN4y+46fPiJHfiXdx1AKJHGf56aLPfQOBwOh/Ma4cLkCsKJNHrXaQ4MAL3bapDKUFyYLF+01tRSVFGEXVkE5kQGJSslppRiaCG0YVM9QIirGPVEkC2BMDDqDaOjxrah2A0I7uZSuc4yWYpjwz483OPOj8li0OGhHjeeu7HIy6vvIAYXQtBqCLo2yAfvdFsx7ivNcQIgn7N8uO3V7qBOtw0VFj3O8hxmThk5M76EZDqbz8/6ybuasBCMl6Vk9uLUCpxmPTqqV92ZHdVWuO1GXonCKQviHKZzg2otAOistpYuIsMTQneJ4zEIIRUAvgzAmvv/dwLQUkrvBdBBCOku6YDW4bkbC9jb5ESDy/yq2w+3V8Ju0uGFMuYAXsrFSuxvdm34GI2G4HBbRVn6MlybCWw6NpH9LS5kKXCtzE1XBxaCuPdvXsRvf/Uy3vmpEzy2QyJfOTmBUCKN33i0CwCwu9GJ3m1ufP74OGLJ0jZm53A4HM5rk5MjPmgIcH/X+tVZ+5td0GoIzk+UT2BWGtGxftvjEnB8xId3392i+vvM+mMIJdKbCsxdNTbEUhksBOO3TLJZM+qJ4L7Oqk0f01plxXevzCGRzsCo06o6nsvTfgRiKTy8Zhfl8V11eP7GIq7PBrGnyanqGDirRJNp6DSafKlqKbk5H0J7tXXD31yH24ZEOotZfwzNlRbVx3NjPogauxH1zlcfk4QQ7G1y4cZc6WJkOJy1HB/2waDV4O6cw/6NO2phN+rww2vzeLB7/V1ptbgwuYKDLS5oNKsbl4QQ3NNeidNjQgOszTY1ORzWTPgicNuNsBo3nmZ2uK349qVZRBLpTR+nlGgyjenlWD5juIRkAPwMgKdz/98L4Ou5vz8H4AEAw4VPIIR8AMAHAMDtdqOvr0+1wfnjWVyaiuGd3fp132eni+KZazN4S/UyNGU4fzx7LQG7ARi5cgajm7x/ZTaJF3wpfPe5o3AYSjPOcJJiLhCHKe7d8jsKJ4VN+W/3XUB8ysDm/cNhSb8NSin+5mwcmVQWv7HfiK8NJvHez57APz5sgVF3+10b0lkKneb2Gtd/n4hiZ5UG3qFL6BsSbrvbkUFfJIl//fZRHK4r25L6VUj9bXDuDPjvgrMR/LdRWl66EkejTYPzp45v+JhmG8ELV8ZwyDhfwpGt8rXTMbQ6NJBbn1OWq6GWCIvzUgjMozl3zGadw0WHzYgnrKrAHE6ksRCM55vbbERbtQVZCsysxDZ1/7Dg5SEvNAR4YM0uyhu210BDgBcHFrnAXCI8oTje8s/HEIqn8da99fj4k/tKKgoNLgbzzfzWQ3RHjvkiJRGYhz3hDY/bnlobTo8tIZOl0N5mixDOncHxER8OtVXAbBA2ZEx6LQ62VpQ8azMQS2HYE8bb9zXcct/Blgp8/+o8vOEEauybl3GrgScUh06jQaWVjajCkcb3rszhz56+jrtaK/DhJ3agQ+X5RCGTS1G0b5F3LI5n3BfB7kb15hliHMDaZipqQykNAii8jlsBzOb+vgzg4DrP+SyAzwLAtm3baG9vr2rj+8b5aQBX8StPHFm3uW/ANYvf/upluDr342DLxjnDavHRiy/j7g4LHnnk8KaPMzYv4euDp+Fs242He0qzuXd82AfgDN7+wEE80L1xRrTI3158CXFzBXp7DzB5/76+Pkj5bTxzfR6DKxfx0Z/YjfceacXDE8v46X8/Ba+tA+890spkTCxIZbL4k+9cx1OXZ/Huu1vwB49vg03FzadiGfWGsfDMy/g/b9qJ3nvb8rc/kMniM9dfwILGjd7efeUbYAFSfxucOwP+u3htcmFyBSa9Brsa1Jsj8d9G6chmKX6z7zm8bW8jenv3bPi43mA/vnpuCvc/+FDJo9380SRGnnkev/PGbrwi8zVkjZgQ4iSE/IgQ8hwh5DuEEIOUXDmzjuDEqK8kpfaTS4LA3Fa9sSAmirhq58tO5EpG26s3X3SJTWjEsavJyREf9ja54LK8WgCosBrQU2sva/7LnQSlFH/61HWEEmk8vrsO37k0i6ODnpK9fzyVwcxKbMN4DAD5jZHREmT3UUoxshjacDzdNXYk0tmSRe1wOIV4QnEMLIRuERb2lSFr83qu7Hr/OjmlYv7t0ELp8zb/9aVh3P3XL+Kujz6fE7I4pWTWH8OHv30NLosBZ8aW8WdP95f0/ceXImit2nwjssO9ummp6ljEuI4SC8zrEAYguhhsKHOj7fMTQrTOeo19AeSb650vQ/xEMJ7CqDeMfUVEUOxsEMTx6yWMoOifE95rV8Otwvx6bK+zY3ChdL1V1vLFExNor7biXYcFF/+h1grsaXTiSycnbqsovD/4xhV87fw0DrVV4CunJvD/fniz3EMCALx4U4iKeXR7zatu12k16N3mRt+gpyz9FzgczuuTTJbiz56+jp/89Em8/V9P4N9fHi33kF6zZLK0ZPGeWzHmiyAUT2/aWwIADrdVIp7Kor8M1dpiNMe9HZsnLmyG3MntewB8nFL6GIAFAO+ChFw5kw7wR1Ml+dAmfFFYDFq4bes31QOAapvQzVxtgXlmRRDDWrZwf7bm7p/wqSueZbIU/XPBDX/kB1srcHnaf9sclK9nTows4dn+Rfzem3rw8Sf3oaXSgn98bqhkn/3MShSUbr75UWUVjpMxn/pi1Xwgjkgys2Fmpnj7UAmbYXI4IufGhYuvKMCI7G92IktLK3SI7sz1RCIxGkps4Fkqppej+MRLI3i4x419TS587Ic3EYiWtxvyncZffe8GspTiy++7G7/5hi4cH/HhwmRphMJIIg1vKIG2LTbT26qsIAQYU3nuNbUkzKWaK9SvvNmCCxBiMQBgH4CJ8g0FODe5jEOtFa+K1inEbTeitcpSFqNB/2wQlAJ7i6igc5r1aK2ylPS8e30uiEaXGRVFVmdsrxeaJCfSpc/q9QTjODuxjLfva4Au54QihOB997dhxBPGqdskp394MYSnL8/h13o78d+/fATvPdKKr56bLmlz6Y144aYH2+vsaFrnHPLo9hosRZK4MuMv/cA4HM7rku9fncNXTk3iF+5txeO7avE3PxooS6+B1zqLwTje8I99uPtjL+L//ehm2TdUxd4HB7bYPD+U6z9Vjg3+c5PL0GtJURv8GyGr7ohS+qmC/3UDeC+Af879/5a5clU1tdAD+PpLZ7HUopczhKK5MBRHlZHi5Zdf3vRxbmMWF4Zm0Nen3kSrb1xYYE/0X4RveOOyfkopzDrgxNUhdKTV6048G84ilspAF5xDX5/3lvvNkRRC8TT+94dH0WgrjdHmTs0B+sL1BMw6oDMzhRPHpvF4Yxr/cS2Kf//OS9hZpW4ONwBc8giOy6WJAfT5hzd8XHUJjhMAuOoVxhOeHUFf37jw94LfRiwtXCCeO30VBu+AqmPh3P6U+rzxzFASGgJ4hi6hb3T1XB5O5LI2X76I2JS61zaRl28I547+C6dwY51IHYcBePnyMLoyUyUZDwB8+nIcyGbx9vowIimKj0yn8Idffgnv3rHxRq9a3InXlGiK4oUbUbyhVYexa2fRkqaw64G//OZZ/O5d6kelTAUFES2yOIG+vplNH1thJDhzYwx9ujnVxnP2RgIuI8GZk8dUe48ieQrAMUJIA4C3ADhSroEshRMY80bwU3c1bfq4u1oq8Mqwr+Q57uKm2M4iHcK7G5y4OutXcUSvpn8uUPTYAGBbnQPpLMWoJyLpeSx4pn8BlAJv3Vv/qtvfvLsOH/rWNRwd8NyyWVoOPndsHCa9Br/yYAcA4Lfe0I1vXZjBPz0/hH/92VvSZEpGKJ7ChckV/OrDHeve39tTA62G4OiApyxRMhwO5/VFNkvxyZdGsK3Wjo/82C7E0xmcHlvGvx0dwZfed3e5h/eaIZJI4+c/fxbeUAL3dFThMy+PYXudHe84sPm8R00uT6/AbtRtGYFb6zCh1mEsi4P53Pgy9ja5YNLL158UBVsRQu4FUAHBhSEpV85k1iNlrUVv714lQ9iSv7rQh92tdvT23rXp4749fwmXpldUzaA5GrgOu3EWb31T75YT9c7rx5A2GdHbq96J5NsXZwBcwU+/8ci6WbfN3jA+f/1l6Gq70HtY/bxs4M7MAUpnsvjdV17AY7sb8KZHhXy+w4k0vnTjOQTMDejt3aH6GEaOjQG4iXc+9uAtcSmFfM9zBSdGfKp/R+J4nnz8wbxDaO1vo+Hci0hbK5llGnJeO/jCCQRjqXyGa6nPG/81eQ6d7igee8PDt9z3d5dfQtjgQm9vaRbEnx0+jW31GTzyyP3r3r97+DSCyQx6e9e/nzXRZBofeOF5/OyRNvzkW3YBAM6ELuL02BI+9dDDJc9MvxOvKd+5NIM0vYIPPnF3XvC4kLiBL5+cxN33PQCLQd1M0x9dmwdOXsQTDx7eMlu5a/AUMhTo7b1XtfF8evAUuuooenvvU+09NoNS2pv7b5AQ0gvgTQD+jlJaOsvtGkRX8uFck9KNONhagW9fmsX0cgwtW0SesGRgPoQqq2HT6sNCdjU68INr8whEU3Ba1N3ciybTGPdF1s2934gdBdUkpRaYv391Ht01tlvm+RaDDne3V+LlIS/++K0lHdItLEeS+M6lWTx5uCmf2V9tM+Kn7mrCV89Nq94IdDMuT/uRyVIc2aBc2GnRY2e9I19WzOFwOEp4tn8BI54wPvnuA9BoCCwGHd7/QDv+/tlBXJ8NqNqz4vXEN85PY3AxhC+97zAe6nbjnZ8+ib/+wU08uq1W9XnCRlyZDmBPk3PDyrFCdjU483FcpSKeyuDabAC/9EC7oteRbUslhFQC+CSAX4KMXLldDQ7cmFdXlc9kadGT4uZKM+b9caQzWdXGM7MSQ2OFuSgXSGuVVfUM5uuzQZj0mnzztrV0VFvhNOtxcdKv6jjudM6OL2MlmsJbdtflb7MadTjUKkz8S8HkUhQOk25TcRkA2qstWAjGEUuqW+Y5vBhGtc2waflpd60dwyXIg+bcXvijSfzkp0/i0X98Gb/2XxdU/y2ux835ELav0xQLEHKYxRKoUjDiCW+anb6tzo7hxVDJ4nZOjS4hmc7ijTtq87c9tqsWS5EkLk/zBXgp+MHVBdQ7Tdhf0LT1wW43kpkszoyrX243kYuk2CqDGQCaKsz5+DC1mF6ObhlNVioopSuU0q9TShfKOY4LkyswaDXYs8VCVSzTvDBV2jLNgYUgttfbi3ZNi/+OUizGhhbDoBTYXle8UNxebYVBqyl5DnMwnsL5iWW8uWB+WcjDPW4MLYYx54+VdFxrOTrgQTKTxc8cerWZ5c2765FIZ9E3WJq58HpcnPSDEGD/JuXCB1tcuDLjV3UNKYWhxVBZSqtfTzzXv4CPPzcIbyhR7qFw7jCevjyHWocRT+xZrTr5uXtbYdBp8NSl2U2eyRGhlOI/T09iX7MLvdtqoNEQ/NWP74YvnMQ3LpSnL0w6k8XgYqjo3g27GhwY9UYQT5VunXt52o9UhuLuLcwHWyG3yZ8BwDcA/H+U0knIyJXb1eDAwEIIKRUvxgvBOJKZLNq26GQOAE0VFqSzFAvBuGrjmVmJobnIRU5blQUzKzFVP5/rswHsrHfkM9nWQgjBgRYXLnFRQFWe7V+ASa/BQ2u6nz/U48bAQggeFX+TIhNLkS3zMgHkf7+zfnUFgWHPxg3+RHpqbRjxhEveWKVv0IMPfesqPv78kKrHJ+dWKKX4ra9expw/hvceacGPri/g6yVuIBeMpzDrj+Ub6K1lZ70Ds/4YwiVo9BeMp+AJJTYttdpWa0c0KTTxLAVHBz2wGLQ43L5aKty7rQY6DcHzN0rXuPROJZpM45VhL968u+5VDom72yth0GlwfNin+hgmfBFU2wywm7Z2iDRVWDAfjCOZVudcmkhnMB+MFz33ulO4NO3HzgbHliWQ3TV22I26kuYwZ7IUg4shSQLurgZRYFa/nFTs/bBtg2vAeui0GnTV2HCzxALzhYkVZOnGzXp6twnzzlKZGTbi6KAHbrvxloX33e2VqLIa8KPr82UaGXBhagXbau2bns8OtlYgmsxgsMx9QTJZin84H8dj//QKfurfT/EGuzL58skJfPC/Lgi9JP7+KG6UoUydc2eSSGdwbNiLN+yofVXFn8Okx70dVXhpgM+ji+HU2BJGvRH8/JHW/G17mpzY3ejA966oF8m2GRNLESTT2aLnNrsaHMJ8qITzhitiRrTCuCe5Dub3Q4jB+GNCSB8AAuDnCCEfB/AkgB9s9QK7GpxIprOqNm+YzHUOL8ZFIzZ/mV5WZxFOKcX0ShRNFeatHwygtdKKdJZi3q+OuJjNUvTPbV1mIe6elKMxyZ3CmfFlHG6rvKVs+aEeIRPvlRIIApNLUbQWtREj/H6nVRarxnyRfPzBRnS6bUiks5gPlM55Mx+I4Vf/6wJ+cHUen3hxGF8+OVGy9+YA12YDeGXIiz98fDs++hN7cLDFhc8fH0e2hE0bxAv9zg0czJ1u4Tga96pbgQIAozkH/2abMT05EaQUC19KKY4OePFAVzWMulXhymnW456OSjx/o6ymzTuCy1N+JNNZPLxmw9Kk1+LutsqSCMxTEhzDTRVmUArVzuMzKzFQunVz5TuJbJbi5lwQuxu3XuRoNQQ7GxwlzQGcWo4inspKEnArrQZU2wwY9qh/nhteDMGo00j+TW2vs2OwxA1XT48vQa8lGy4Wu2psqHeacHxE/fPCRqQzWbwy5EVvj/uWsmGthuCxXbU4OuApqYtLJJuluDS1suVi+0CzcP/FKX8JRrUxXz03heu+DH7r0S482F2NP/rWVd4YTCLTy1H8xff68ei2Gvzotx+EQafB//vRzXIPa10Wg/GyNy3jsOX02DIiyQzeVFAFKPKGHTUY80VUb4wshcvTfnzshzfhCalvhpPCty/OwmHS3dJ74Mf2NuDKTAATPvXXaGu5OS/MT7bXFze32Vlfuo1zEbGBcWWRDYw3QpbATCn9NKW0glLam/vzZQC9AE4DeKSYXDkxg6x/Vr0PTSzTLMbB3FwpCmfqODNXoilEk5miu5iLQt6MSk7RqeUoIsnMljb9HfXC7skIjyJQhWA8hcHFEA613lqKsLPegSqrAadG1W2ol0xnMbMSRZuEjZiZZfUczMF4Cv5oCq1bLN7Exd3Ukrpu6kL+4dkhZLPAD3/7QTyyzY1/en4IC4Hb66L6euapS3MwaDV48lAzAOCXH+zA1HIUlzylW3jezEU7bTRBEDdGxnzqnzNHihCYO6uF+0oxmRr1RjDrj6F3W80t971he23+fo56iE7T9QSRB7urMbioflXMXCCGRqlzHZU2Lady16pS5gff7kyvRBFKpPOu363Y2eDAwHyoZNVCA7lz7A4JDmZAcFsPLap/3h1aDKPTbZOcJ99ZY8NiMFGS6haRs7lmPWbD+k51QggOtlbgchmF0cvTfgTj6XWvGwDw6PZaRJKZvLOqlIx4wwjF0zjY4tr0cc2VZlTbDLhUQqf/WgLRFP7+2UFsq9Dgd9/Ug8/83F1wWQz43LGxso3ptcgXT0xAQwj++h17sKPegd94pAvHhn0l2ZwtluHFEH7630/ino+9iA9/51rJKzlfLzzbv4DdH3kWP/sfp3Fh8vbYiHnhxiLMei3u7by16uSR3DnydnEx//vLo/iJfzuBz74yhrd94njJ84I3glKKY8NePNjjvqVK62253gnlcDEPLoSg1ZAtK7RFmivNsJt0uDFfus9VagPjjZCdwbwWqblyHdVWGHUaVVX5yaUIDDoN6hxbd01vcJmhIeotcsSMwWIdzA0u4XFzKjmYRed4V83muyiijV/cdeGw5fKUH5QCd7XeKgYQQrC3Sf2A91l/DFmKohzM1TYjDDqNquX206IgsJXAnBMMplQUuwuZXo7i25dm8Iv3t6G50oI/f/suxNNZ/OfpiZK8/51OJkvxvatz6N3mzjdneHxXHaptRpxbKN2C/eZ8CE6zfsPrSmuVBRqy6i5Wk1FvBAatBs2bXFecFj1cFj0mVM70B4CrM34Aq7mthYi3XZrikUtqcmFqBT21NjjNt5ZzH8plql2ZUe+aks1SzAfiaHBtPe8CCjYtVdrcL/Z6cidxPWfsKD4H0IlYKlOScwgA3FwIQUOA7triFmEi3bnYLLUdfcOLIfRIHBtQ2uoWQIjLuTYTwD3tm2cpHmh2YdYfK5sD7ZVhHzQEeKC7et37D+Xmx+Vw4orXq4PrzNELESIFK3CxjNe3716dgz+awru3G0CI0BjsyUPNeP7GYtkztl8rBOMpfO3cFN62tx51TuEa9t4jraixG/HlUxPlHVyObJbiD75xBSOeMN62tx7/e3Yaf/2D29NhfTtzemwJv/k/l9DoMmPUG8av//clREq4+bcRLw95cX9X9brxVc2VFvTU2sqaSS8yH4jh488P4Y07avGtX7sXFMBffPdGuYcFABj2hLEYTOChda4pjS4zDrS48NJg6UX6gYUgOt3WV1V4bgYhBDvrS1dBFk4IDYx3F2k+2AxmArNUdFoNemrtqpazzazE0FRhLqpTo16rQb3TrJozU4zeaCrS1SNe2GZVEvLyzrctYgjaqiww6jR5RwmHLRenVkAIsK95/YN5d6MTw56wqqWB4qKxmCgZjYagyWUuicC8VWZmvdMMvZZgskQCc9+gB5QC7zosuGdbq6w43FaB528sluT973ROjy3BG0rgJw405m/Tagju66zCzeVsycoEx7xhdNfYNmw+ZdRp0VxpwWgJHMOTSxE0VZo3zNEXEZrGqn+cXJ0JwKzXrpsJvb3OAaNOg0tlLiF+PZPNUlycXMFd61TEAMCOejsIEfovqMVSJIlkOosGZ3Gb6XVOk6qb+1NLURh1GrhtRlVe/7VI/1wAOg1BT22xZZqCEF2qHNIRTwitVdYt86HX0l1rRziRxryKVUWheApzgTi6i/zsCilldQsgNKdLZynu3kJgFpvXlcvFfHFyBdvrHOtuigFAhdWAnlobzk6UXry9MReE1aBFexEGjL2NTkwsRUvqUC/ke1fm0FVjQ6tjdT7wnntaQAH879mpsozptcYz1xYQSWbwi/e3528z6bV4Yk89XhnyIposvwD5vatzuDITwJ+8dSf+9WcP4qfuasJ/nZnEUpg3I5TC//vhTdQ5Tfj6B+/Fp95zEAvBOD750khZx+QJxTG1HN10U/BIRxUuTa2U3bX+yZdGQCnFR35sJ+5qrcT/6e3E2Ynl26K56Cu5ngIPdLvXvf++zipcnQmUfEPh5ry03hKA2Khd/Y1zQKjQpRRFxadtRdkEZkDYzR9TcSd/1h9Do6u4RQ4ANFaYVYvIyDuYK4sbj0mvhdtuVG3XedQbRrXNmHcCboROq8G2OjsGStyY5E7hwuTmzUN2NTiRyVJVP3/xN1asu76xwqya2wxYdSRvJTBrNQRNFZaSOZiPDnrRWmVBe0EzxMd31WFoMYzxMmQ53WkcG/ZBpyH5EjGR+zqrEEhQVfP8Cykmr7yj2loSB/P0SrSo2KW2Kgsml9X/jV6fDWBXg2Pd0nGDToO9TU7uYFaRUW8YwXh63YoYALAYdOh021StihGvJw1Fzr3ym/uqVY8VbzS4U+ifC6Krxla0gNtVY4NeS0rmohnxhDdtXLoR3bmy02EVz73iaxcrzhdSyuoWALiSqygR84E3YnejEzoNweUyRFBkshSXp/04sEUExeG2SlycLL2ocmM+iO31jqLOH9tzGzGlztkGhCzecxPLeNve+ldtfjdXWnBfZxWe7ef9D4qhb8iDWocR+5pebfp5fFcdEuksXi6zc5RSin95YRg76x14R85s8cGHOpBMZ/kmggSuTPtxZSaA9z/QDqdFj7taK/HOg434wolxBOOpso3r4qQfwOYVEwdbKhBJZkra+G0tK5Ekvn5uGj9zuDm/Vn/X4RZUWg34dN9o2cYlcmzYh063dUMN8EhHFTJZivMljDQSG8RL6S0BCPOacCKNxaD6G0j9OfPJVv3ZiqGsAnOH24ZZf0y1HcFZf6xoFw0glGqq1eRvzh+D3aSDo4iu6iINLrNqeZXCBH7rHXlAaEwyUIYJ0+udbJbi8pR/0wuJuIukpuNsdiUGnYagxl5cSXNThUVVB/PUchROs35DN0shzZWWvONZTeKpDE6O+vDItppXTd7ftFNowsCbl6nPuYll7G1y3pIlKeaUnVQ5qxwAYskMFoLxLfPKO9w2TCxFkFV5MTyzEsv3D9iM1koLZldiSKazqo0lk6XonwtiT9PGE5MDLRW4PhdUdRx3MmL+8mZ5obtUbti2KjAXdz0B1N20nA/Eiha77xT654JF5y8DwuZQd40dN0pQyZbOZDHuixSdUViIKPoOq9jQVHxtOREZRp0WTRWlqW4BhHlja5VlSyOJSa/F9np7WQTmUW8Y4UR6yyZ6h9sqEU6k8z0QSkE2S3FzPrRhQ9+17Mj1ZbhRhkjBH1ydB6XA2/Y23HLfwz1uDC2Geb+QLUhnsjg27MPDPe5bKtQOt1Wg0mrAM2UW6m/MBzHmi+Dn7m3Nb3p019rxUI8bXzk1iXSGz62K4b9OT8Ji0OIdB1crIt9zTyuS6Sye7y9fVeqlqRUYtJpNHaQHW8SGouUza7xwcxHpLM33wwEAs0GLnzncjL4hLwLR8on06UwW5yaWcX/X+pFLgBBLqtMQnB5Tf90oIs4dtkncnO7Mb5yrf125PhdEtc2AGrvyir8yO5iFD00N918inYE3lEBjka5MQAjTXgzFkUizjyOYD8RR7yx+wQUATS6zKg5mSilGvcVP4LfXOeALJ2+7DqGvdaaWhUY7a3fKC2l0meGy6FV3nNU5TUU3rGmuNGMpklSttGRqOVZ0XmZLpbkkpf+nx5YQT2XRu+3V5TZNFRbsrHfghZu3R8OF1yvxVAZXZ/w4vE7ZWEulBVUmonozTAB5F3Bb9eabc51uG+KpLOYC6m3EhHLNMItxMLdWWZGlULXB3qg3jFgqgz2b7HwfaHYhmc6WVCS4k+ifC8Jm1L2qymItuxucmA/E4VOpnFb8jUmpHmuqMKu3uS9j7vV6xhdOwBdO5MWwYtnZ4ChJRMbUchSpDC3aAFFIpdWAKqsBwyo2+hvxhGHUaYqOu1uL2pWbhVybDRTtRNrf7MLVmYDqm6JryWccb+Vgzl37S1l+PbMSQziRLrrhUaPLDIdJV5br28tDXnS6reuu6x7MlYm/Mlz+3FaRRDqDL5+cuK3MS5em/Qht0GxSp9XgjTtq8NKAp6zRBM9cX4CGAI/lzC0iTx5qgieUyFctcDYmnsrg+1fn8eP7G15l+jvY4kKjy4zvXy198zeRC5Mr2NPk3DSjV2woWk6B+dn+RTQ4TbfM99+4oxaZLMXLZTzXjHjDiCYzm1bFWAw67G1yllRgHvUI132pm+fi40dKUPk0sBDEjnrHhhGQUiizg1mYQI6qMNkSd2qlOFcaXWZQCiwG2C+8FoNx1ElwUwOCA2jWH2Oeu+ILJxGIpYouQdxeJ7pC1P9xR1IULw957wiHmzix2rGJO4IQgt0NznxTHjWY88clHSfiwkotsWpmOVq0wNxaaUUgllJ9t/T02DL0WoIjHbd29b23swpXpv13xG+2XFya8iOVobi77VaBmRCC7ZVanJtYVj2jasInbGa0bRWRoeK1TURKrn9btfAYNZt0Xcs1jttMYN6fm/CVwyl3JzCwEMT2Ovumk8NdOWeMWi7m+UAcZr22qAoUkUaXGZ5QnLn7KpnOwhdOoF7i3Ov1zFCurFZqDuD2Ojt84QRWIkk1hpVHPGfKcTADQqM/NZ0+o94I2qutRW/Ir6XDbcO4L6y6kLsSSWJmJbbp+biQ3Q1OhBNp1WICN+LSlB9Os37TTTEAaHCaUG0z4pqKc+G1iI79zebohRBCsL3eUXKBOZ3J4vzE8rrzU0A4dt12I44N+0o6ro3whhJ48jOn8ZHv9uOJfzmGT/WVN/dWpG/QA62GbOh8vLezCqF4uqzRBD+6voC72ytRtaanwINdbmgIyh7h8VrgwuQKYqlMvgJVhBCCt+2tx7Fhn+rXufVIpDO4OhvYcrNNbCharsz8aDKNY8NePLar7pa55v5mFyqtBrx0s3wu8Cu59cW+JtemjzvSIeQwx5Lq9bgqZMQbhkGn2TL+cy1umxFOs151gTmTpRheDEt2WG9EWQXm9morCBGaJrFGbI4npUxTXITMq+A6mw/EUe+Q5qJpdJmRSGexxPhEJ2aVFjuBL9XuyUsDi/jQsSh+4Qtn8eZ/fkVV1+7twI15oVP6Vll+OxscGFwIqbZrLjWrXMxqViOaIpOlubL/4k7A4uPUzmG+NuvH9jrHupmVB1sqkOCuTFU5N7EMQoBDGzQva3Vo4Asn4Q2pm1GVb4hZvfnvU9wgUTOrXBQCionIaKkUFu9TKrr9++eCMOk1+UZW61HnMKHCor+tXEuvFyilGJgPbSmG7KoXBCe1rq9z/hgaXCZJDog6pwlZCngZu6oXg3FQCu5gLmBQjHiokybgimWaIypn3YvzzE65AnONug1xxrxh2WMDhM3HeCqL+aC6FYHXZrfe8CtEzA++WeJ4h8vTfuxvdm15viCEYHejo6TrghvzQWiItJLmnfXCfL2UTvD+uSAiyQzu2UBgJoTgwe5qHB/2ltyhvh5//+wAbs4H8fEn9+GNO2rxj88NYeI26GNyZkyIYdtoc1Scf56fLE8Ts1FvGCOeMN6yu/6W+5wWPQ60VODlIS4wb8Urw17otQT3tN96vDyxpx7pLEXfUOmrUgfmQ0ims1vGBQHAgRYXxnyRsgjhx4Z9SKSzt7joAaE30iPbatA35C1bXMvl6QAcJt2WRqD9zS5kshQ35ktzTRnxhNEhY3OaEIKuGpuqvSUAQUdJpLPokZgRvRFlFZhNei2aKsyquLxEd2WTq/idgrrcImSB8cQvlcnCG07kX79YRFfpLOO8W1FgLnaS7LYb4TDpVHWF+KNJ/O7XrsBpIPi7n9yLUCKN3//6ldd1ntTN+SDaq7fulN5VY0Myk1VF0E1nslgIxqU1w3SJGzHsF0iLwTiSmayEiAz1BWZKKa7NbFxqerDVBaC8eVivd87nmmFulCXZkuuarnZG6ORSBFVWw5ZZ+rUOE/RaolrZP7C6wVNMREa1zQCrQauqg3nEKzTm2mzyRAjB9jpHyUWMO4GZlRhCifSWArPToke906RaRZIgMEtzDIsCMOtrivh69TyDOc/QYhguix5um7SMva7cxpHalWwjnjBq7EZJ/UoK6am1IaRSQ5xEOoOp5Sg6t3DbbkZHtfA5qt3oTxSYdxeZtb2t1g5CUNLNv0Q6gxFPWJLLetgTRjxVGseZOEdf2/dhM3bU2xFNZjBZoubTAHBmXCjzPrJOhJjIkY4qrERTGFdxDlAMc/4YvnNpFu8+3Ix3HmzCR9+xG3otwT+9MFTWcaUyWVybDWzaELOpwow6hwnnJsoz1xdj4B7uca97/8M9blydDWBJpfgrOQRiqdtqPABwfNiHgy0VsBp1t9y3u9EJu0mHM2Ol30QQ1y/FnLPFc2Y5jE2nx5Zg0mtwaJ2KUgB4dHsN/NEUrsyUxyR4ZdqPfc2uLRuz7s05nK+WaJyjCjanu9w21ecMYmXG68LBDAiTLVUczP4YCIEkUVd87Jyf7SLHE0rIctGI+dGsc5gnl6Iw6jRFO6rF3RM1HcyffGkEwXgKH9xnwpOHm/EXb9+FgYUQ/vfctGrvWW7ErJutEKNMRlU4TjyhBDJZKkkQqLYZodUQVRqGiKJZU5HZ6aJ7U82yzqnlKILxNPZukJVd7zSj3mnCxTKVK73eoZSifzaw6SK02V4agXnCF0XrFg3+AGEXv8GlXuMyQBAUbUYdXFs0cAKEc3hLlVVVB/OoJ1xUVcz2envJHV53Aqvl3FtPDjvdNlWuJwAw65e2YQkAdQ7h8ayvKWI1WgN3MOcZWgyhp3bzGJX1aHSZYdZrVa9kG/EWdx7ZiK4a4fc/pEKjv8mlKLJUvrsaQD5bWo11TyE35oJoqdy6wZ+I2aBFe5UVAyXc/BteDCOdpdheZB747kYHMllasoiC4cWQjCgZ4fGljFE4M7aMjmorajZZ04nl4lfKHE/1uWPjoBT4lYc6AAA1dhN+8b52fPfKXEkadm/E4EIIiXQ2H+O1HoQQHGqrwLlx9ePY1uPcxDLcduOGc9CHe9ygFDg+cntEoTxzfQGP/EMfHvq7o/jaualyDweA0IOgfy6IhzYQ6bUagrvbKnFmvAwC81wQdqOuqPWvqB2UovHuWs5PrGB/swsG3foS4t25ja6Lk6XfiIklMxhcDG0ZjwEAtQ4j3HZjPt5PTeKpDKaXo/mNeql019qwFEmq6lgX50zdMhoYr0fZBeZOtw1j3gjzk/WcP4Yau3HDA2A9bEYd7CYdFhhHZIivJ9XBLC7SWGfdTi5F0Fxp2XJ3pxBBYFZn53spnMBXTk3gybua80LRW3bX4Z72SnzixeGSuJhXIkn856kJ/PUPbqheZg8IDbqml2NFCcziCUmNhZ24eSElSkarIai1G1VxMM9LzE63m/Swm3SYV7F5WTGlpgdbKspyMb0TWAwmsBRJYtcmjXaseoJGl1n1JlQTS5Ety65EmissmGFcfVLIzEoUTRXmooWipgqzarnpkUQas/5YUZOnHfUOxFIZ1WNt7jRuzgdBCLCtiPK2rhrBDcF63pVIZ2RlHoub7+wFZu5gLoRSiqGFkCyHikZD0FljVTUig1IqRFDIXIQBgoMZgCrlpKKDSMn43HYj7EYdxlSOBLi5EJTcyHF7vb2kDuabEjOOd+WcfddLEJMRTwkuZKmbHWL/hTGf+j1rAOGYOTexnBd1NqKrxgaLQVtWgTmTpXj68iwe3133qt4R7767GZQCz/YvlG1sl3Kfy4Fm16aPO9xWiYVgXNWGyRtxbnwZd7dVbjjn29XggFmvxaXbwOwyuBDCr/33BTS6zNjb5MIffesajt8GGeCiM/m+zvXjZADgno5KjPsi8KgcY7SWm/OC6awYbabaJoijpRaYI4k0bswHcXgD9zIgXONaKi24UIY18Y35ADJZuqEhrBBCCPY2OnF1Vv3rybgvomhzuhQRZYOLIbRUWmAx3Orsl0PZBea2agtiqQzz7D2pjctEGpxm9co0JS66nGY9LAYt8wvZ1HKs6AgCke4aocGLP8p+9+SH1+aRylC874G2/G2EEPzSA+3whhKqN6aIpzJ412dP40+f7sfnjo/jJz99UlWnHwAM5NwNxSwAnBY9qm1GVRxn+SiZIh3DInVOExaC7CdYc7nNGClu/wanGbOMqw4KuTYTgEGr2TQr+0CLC7P+WMknJOXAH02ib9CDQEzdxooiYubiri3KaHc2qNtcJ57KYD4QR0sRDmZAOKZUzWBejhXV4E+k0aWewDzuK74x146cw4vnMLPl5nwQbVXWoiaHnW4rIskM8ziw1ebK0jbTXRY9jDoN8/HM+2OwG3WwrVMKeyeyEIwjlEjnRVipdLltGFHBGSyyFEkiFE/nRTo5VNmMqLQaMKzCOEVReKuGdJtBCEGH24oxFRvAxlMZTPgi2CbDfTu5HEUkkVZpZK/m5nwIJr2m6E3bpgoznGa9qk2vRUa9YVAq3c1lN+lR6zCq7vQXmVwSKuz2byGMajUEexqdZStbB4S87aVI8pbs1tYqK7bX2fFcf/kag12e8qPKathyLXRXqxChUWoRd2YlirlAHIfbNo7w0Gk12NPkvC2aKH/ixWFYDTp85Zfuxhffdxh1DhP+5cWhsji/C7ky44dBq8lvVq2HmM18uoQu5myW5gTm4jcFd9SXPm7u8rQfmSzdMB5D5GCLCxemVkr+fd/IfR5brRdF9jQ5MeoNI6zyNS/f+0zm5nQpIsqGc9VtrCi7wCzmR7IujZmVkQMIiMKZOouuOolN/ggRXHksM5gppZhejkoWmNVs9Pf05Tlsq7XfUor2yLYaVFj0+ObFGebvWcjfPTOIwcUQPvNzd+Hbv3YfVqJJ/Pn3+lV9z3zWTZELgE63VdWscumOM/YbMYBwrDhMunWzsTaiwWVSpTGnyLXZALbX2zethhDdzeUoVyolT1+exV0ffQG/+MVzeMenTpTExdE/Jzgzt3I57ah3YNwXUa0jsHgeL1bUbaowwxdOqjIeSmnewVwsDS4TQvE0gnH2GwPidaEYgbm71gYNKU0zqW9dmMHvHI3iob87imPDr+/mN1K6P+djlxhXJYnnA6kRGYQQ1DtNqmzu10sUu1/PiPMOuYuI7lo75gJx1QTIcQYCLgB0q9QQZ9QTRr3TJGl+sh4dbnWiAUVGPGFkKbBdYrOe7XV2UKpOvMh6DCwEsa3OUXTTI0IIdjWUptGfeE3rrpF+rAgRRKXJOhbddxv1CClkf7MLN+aCSKbL09vmxZuL0GoIentqbrnvsV11ODe5DF+Z8novT68U1Wyyp9YOvZagX+VqubWcmxDEzsNbONXF7ziRLk1O+XoMLYbww+vz+IX7WlFhNcCk1+LXejtxbmIlnyNdLi5P+7GzwbHpem5XgwM2ow5nxko31qnlKCLJDHZuUqm5lh31dox4QiU9ns9NLENDBAF5M+5qrYA3lFC1inM9BheCsJt0Rcei7W1yglKgX2UX86gnAkIge/Nc7YiyZDqLMW9EtvlgPcovMKvQpItSill/DE0yBGa1FjlmvRYOs/RJaYPLnHd1smA5kkQ4kb5tBObp5SjOT67g7fsbbrnPoNPgx/c34vkbiwhE1XFLTvgi+OLJcbz3SAse31WHAy0V+OBDHXhpwIPrKp5wRjxhWAzaok+CYga2GlEyLote8oKp1mHCQiCuwnikVx7Uu8zMc8oLGVwI5V2XGyFujpRqN5lSiuPDPtVyVNdjejmKP/7OdexrcuLjT+6DN5jAL33xnOpZuv1zAbRVWbd0Ie6sdyBLhTIfNZiVGCcjXttm/exdzKFEGpFkRmJzTmE8ahwrI54wtBqC1iKcaCa9Fu3VVtWbkxwd9OD3v3EFlSYCnZbg579wFldn/Kq+ZyHP9S/gQ9+6is8dG1PdxZFMZyWVc4uPY33+EPtXyN7cZ7xROB+IS948fT2TF81kCsxq9oMAgHEvI4G51oahxRDz425UYXyHSEe1FXOBOKJJdYT6gbyBQarALMxjSiEwUyo49nZKjPHoqbULArrK847hReGa1lYtba0ECOfXMRXm6+txfTYAg27zCjuRfc0uJDPZslUPvTTgwaHWinVzwR/fVQtKBRG61IQTaYx6I9i3hQscENal3TX2kmxyFHJhcgV2o27LTPD94ndcxkbK37owA52G4P0PdORv+5nDzXBZ9PjGBXUNY5uRyVJcnw1g3xbxCTqtBvuanSVr/gasxgXtrC/OeSs81oFUhpZ0HXhhcgXb6hywb9GE90CL4LS/OFXamIzBXARYsdGBYkNFtTeMxn1hNLrMMOmLbxhbiNoRZZNLEaSzlFn+MnAbCMyiA2tqid3CYimSRDKdlb3I8YUTTHeEFoJx1DtNkpuqAEKjP5YOZlHIlyowCweGhrkrRMzcevu+WwVmAHj7/gYk01n0DXmYvq/If5+ZhJYQ/Oaj3fnbfv6+NthNOvzb0RFV3hNYXagU+5vodNuEbryMA97nZDRkAoSNmGgygxBjJ9N8ICa9GabLjJVoShWn6EokiaVIckvhxmnRo9FlLsnEPZ7K4Le+ehnv/fwZvOEfX8bvfe1ySRYyH/luPwiAf3nXgXz378HFEJ67oe6CoH8uWNSufl40U2mHNx8n4yrewQwIURasEd3UtVKiZHLCOMvriciIJ4zWSkvRPQ+21dlVcRiKJNNZ/NX3b6Cj2ooP32PC079+P6qsBvzl926U5Fj5zqUZfOA/L+Dpy3P46A9u4o+fuq7q+04uRZDJUnTWFCfMiTmwrDeMxSx8qf0mAHWqYuYDMclxHa9nRr1hVFoNqLQaZD1fPMeqVaY55otAryWy5iSFdNfYEYqn4WHYT0PIh47km/QpoSMnUqsVkzEwH4RRV3z0hEhjhRkGnUbV+A6RxWACK9GU5CZ6PbV2RJMZ1aunhj0htFZZYNRJFwQ63TaEEumS9HO5OuPHjrrNK+xExEq7UgpnIvOBGAYWQnjDjlvdy4AglrntxrI4XMXKjp1FZ4E7cGMuWNLy/+uzQexq3NrtL0allDMm4/kbizjSUfWq64xJr8Wj22vw0oAHqRL0VVqPEU8Y0WSmqI2E3Y1ODCyUzgl+cz4IrYZIEvjEqk61zRoilFL0zwWxt4hqie119pLngVNKMbAQkrSx6rYbUWHRY9ij7obMuC+ieONczYiy1QiP11FEhkmvRZ3DhGmGWZXiAlqOwFzvNIFSYJFhTMZCIC5rwQWsimesnA6iwLxRF9qN0GgIOt025gvSEyM+dLitebffWvY3uVBpNaBvkH15cyyZwdfPz+DxXXWoLYgvcZj0ePfdLao6p0c90jqlq+Ugn12RHyUDqNOUSWpDJlGQZun0FxF3C4v5rrbX2Utyof/Ei8P43pU5/N6bevC++9vw7Uuz+PbFWVXfc8IXwUsDHrz/wfb8sfrWPfVorbLgU30jqk20g/EUZlZiRU38Wyot0GqIas11ZldiIKR48UyMf1Ijh3khn+tf/HWlMSd4q+FgHvWGJTWv6KqxY3IpgnhKncn7Ny5MY8wbwR+/dQd0GgK7SY8/eGwbzk+uqN5IaGopij99qh+H2ypw9c8fwwce6sD/nJnCy0PqRXSIk8Ni3ZWEEHTW2Ng7mAMxVNsMslwatQ4TFoNxZs5EoeFgEnUO7mAWGfGEFQmkrVUW6LVENRfNuC+MlkoLdFplSxM1Nhu9oQRCibTsJj2FiBtBajX6G1wMobvWVnT0hIhWQ9BRbS2JI06sNJLqshYFGLUzjoc9YXTLbcgkNuZW+XPMZin6Z4PYU0RDK0DY9LYbdXlBtZScnxCcjPd2VK97PyEEh9sqcG6i9I3BRGPI9iLd9LsaHFiKJLEYLE2cRzqTxc35YN5tuRn1ThPcdmPZBOYRTxhjvgjetCZnGwAe21mLQCyVj/soNVdyFWzFCMx7Gp1IZSiGFkrjDh5aDKO1yiJp7tRRbYVeSzCkYi5vIfOBOJYjSexu3Ho9ptNqsKPeXtLYyPlAHKF4WlI0FCEEPbV2Vc+JlFKMMRCY1YwoE6+nSvpfrKXsAjMANFeamUZkzMnMAQRWs2hZ5jArFZgBdqKA2LxuI0F3M8SYBlYk01mcGV/GA13rTzgAQdh+uMeNl4e8yDAuiXumfx6BWArvPdJ6y31P7KlHOkvx4gB7d2YkkcZcIC5JYBZPTJNLbBckc/6YbAczAKaOs3gqg+VIEvUSs8pFgXxehUZ/UrJld9Q7MOqNqLrjvRRO4EsnJ/Bj+xrwW2/oxp++dSfubqvEX3yvHyuM3e2F/M/ZKWg1BO863JK/TafV4IMPdeLqTCDfgZs1olOumAmDQadBS6Uln+PJmll/DDV2Y9Eu3Wqb8Fg1Msjk5PpXW40waDWYYSwwZ7MUk8tRSZOn7hobshSqfVffvDCD7XV2PLp91S3104ea0egy43/OTqvyniL/enQYmSzFP7/rAPRaDf7gsW1ocJpUrogRPkcp5ftqNBqbldlcGRCuKakMZValsxgQFv88g3mVUW9E0rxjLXqt4IpVS9yb8EXRXq1cwO1SoeO6+FodDMbXVmUFIVAth3lgIYRttdKcwSIdKvX7WMtqxrG0z1N8vJqOs0Q6g8mlqKz8ZWB1A0Htz3FyOYpQIp13Jm8FIQQ9deqKKRtxcWoFJr1mUxH3UGslZv0xVSPv1mNgPgS7UVf0WkjMuy5VTIawrsgWlbNNCMHeRmfJIzxEns9VNL5xx60C84Pdbhh0mvxjSs3VGT/sRh3ai6js2NvoAiD04CkFw56Q5HOhLnc9LlVEhhgjsbOIjQ7hcULj9VI5/Vc3iqRd+7bV2TG0qF6kkdi8WKnArGZE2ag3ggYG/SUKuU0EZgvTJn9yG80A7IWzTJZiMReRIQdxsTbLSDybWo6i1mGU5TDqrrFh1h9jtntyaWoF0WRmU4EZAHq3ubEcSTLPz3zm+gLqHCbcs07ThL2NTtQ7TfjRdfZut7G8GFD8yabeaYJOQ5huxATjKYQSaVklxKsOZnYTwbwrU+Jx2+BUz5k54gnDpNcUdS7ZUe9AJktV7fL6H8fGEUtl8Ntv6AIgbMD85U/sQjCexjdVyjZLpDP4xvlpvGlH7S0bZW/dUw+dhqjmCh3JLSKLXeh1VLMXzUTmJDaO1WiEUm81BGbx+lQrQWDWaAgaXKZ8Ti4rPCEhUkpK7JLoQlMjJmNyKYJLU378+P7GV0UQaTUE7zzYiOPDXqYVSoX4o0k8fXkOP3GgMX/OMOg0+MBDHTg3sYKzKnUlH5HRfKytyoqFYJypi3zOH8ufj6XCuipGrGiRO57XG8uRJJYjScUZwl01NlViiLJZivGlCBMHTY3dCJtRx3Sc+U2cImNoNsOk16LBaVZlg80fTcIbSmBbnXz37dRyVPXGUSOeECqtBlTZjJKe57IY4LYbVXXtTS5FkclS2ZsxdQ4TLAatanFdIqKIuKtIwQcQxJSBhdLGOwDAxckV7GtyQb9JdcLhNmEtdn6ytC7mgYUgttcXn9u6o94BQtTPbRUR+wHtKrIB3PZ6O8ZUNrtsxNEBD3Y1ONadK1uNOtzfWaVKRXIx3JwPYUeDA5oiKjuaK81wmvUlEZiT6SwmZG5odbrVuR6vx/XZQK7henHj3FHvQCieLlmjvwGZTYx7au0I54x/ajCRu863KY3IUDGiTGoVajHcFgJzS6UFC8E4s5PhrD8Gq0FeUz1xkTPPSKxaCieQzlLUyVzksC5rnlqOSs5fFhF/3KwEnBMjPmgIcKSzatPHPdTthoYARxlelGLJDF4e8uKxXbXrXmw0GoLHd9XhlSEv83KEEa9wEpQyedVpNWisMGNySQ2nv/TfQ42dvYN5VRCQJnjXOo0gRKWIDI+QlV3MhER0ZqgVk5HJUnzzwjQe31mHroKJyPY6Bw61VuB/zk6psmg4NbqElWgKP32o6Zb7nBY97u2swnP9i6q89/BiGEadJn8e3Ir2aivGfRFVGgDNynD71ztNTKthRBaCsbxDWgoNLjNmGUd2iFUVUq4r7dVWaIg6Zc7fvTwHAOs2jn3HgUZkKfDUJXUiZb5xfgaJdBY/f++rq2LedXcL7EYdvnlBHfe0nOZj4vfFanOfUop5iZswhaxu7rM5j4uvwx3MAlJjVDaiq8aGiSX24sVcIIZkOqvY5QPkImAYO3HHvEJjZilVI5vR4baqIjAP553B8hs5ZrIUU8vqum+HF6XFxBXSU2tTNcNfXOPI3ewQfn/sI4jWMjAfkpzbur3OjmA8rcq8ZCPiqQz654K4q7Vi08ftqLfDYtDifAkjFCilGJgPScoCtxp1aKtSv1GxyPW5AEx6TT67fSu21TmQzlKMetSvRCgkkc7g8owf93ZsvKY/0lGFcV+kJPnkhVBKMbQQKjo+gRCC3Y0OXJv1qzswCJV8GZkN1jprrJgswYYgIGyodLptsBiK09bEaMNSxWQMLYRQ7zTBad68AeFaxJimIZUqO8QorA6Fcxu1IsoopRj1sGlgXMhtIzBTyq750Jw/hsYKs6ymenaTHjajjplwNi+jlLmQWrsRWg1h9tlMLUdlxWMABbsnjErTTo0tYW+TC44tupFWWA3Y0+jEaYbNH44NexFPZfHYzroNH/PYzlok0lnmTSdGPRFoNQQtldJONi2snf75rHLpv02DToNqm5FpBrMYcSHVwWzUaVFtM6rmYC52EdRWZYVRp1GtA/v5iWX4wkm8bV/9Lfe950gLxn0RnFShQcrzNxZhMWhx/waVBo/tqsO4L6LKgm8kJ5wVmyXZ4bYhkc4ybwCUzVLMy2iIWec0MdusLGQ+IK8qpsFlZu5gltM41qjTorXKmneos+QH1+Zxd1vlut9Vh9uGAy0uPJ0ToVnz9fPTONRakW++ImLSa/Hojho8f2MRacYNbsTJoVSxpiXXh4FVVUwwlkYkmZHdVE/c3GflLp+XkVP+emZUQtzTZnTl4m0mfGw3qkSxlYXADACdjCPdRr2Cu1rOumI92qoEgZn1xqyUWK/1yOcHqyhOUUoVZRx319gxshhSzYUr9nFQ8lvsVCGCaC0DCyF0VFslNSLclnP3DZQwJuPqTADpLMXBls0FZp1WgwMtrnxecymY9ccQSqSLzl8WYR0ZuRn9s0HsrN+6wZ/IjjrxOy5d/i0gNCJMprM41Lbx9yzed6HELnXxe5aS+b670YnBhZDq4u2wxErNQrpqSrMhCAgVE8W66AHB/KQhwI0SOf3lRoD15D73QZXW7uOMmhfrtUIMJOtorYVgHJFk5vXpYBYFT1YLnVkFLhpAWOiwEs6ULnJ0Wg3qHCYm4lk8lcFCMI5WicKmSGuVFToNYXJRTWWyuDoTwKEtdrRFjnRU4fK0H7EkG9fMczcW4TDpcE/HrfEYIgdbK2DQaXB6jK1oN+IRwvylug9bKi2YvE2yygH27kzRcSZnM6bBZWbqpgaErOxZfwxdRe7qaXONMNVy1vzo+gKMOg0e2XZrF+637K6H3aTD05fZOjOzWYoXbi7ioW73hrE6j+eaeaiRqza8GJa0qy86jlg3T/KFE0hmskU7qUUanGYshhLM8+Pl5vo3usxYDMWZdvGeXo5CQ6Q31e2qsTEv9fIE4xhYCOHRDTrVA8BjO+twYz7IvEHpqDeMYU8YP7bvVuc0ALx5Vx1WoimcZezOyk8OJbrtWnPzLlZVMeKmjty5V7XVCJ2GsNvc98fhNOuLdtu83hn1CtUgSubGgHoNh8cZuXxEOt02LATjCDOqQGPt8GmvtiIUT2OZce+E4cXiY73WHVf+GqqeeOYLJxGIpWSL4F01NkSSGdVKmse8EbjtRti3ML9sRqdbiBRk1aB9PQYXg5KbJIpO3VLmMF+aEsTEAy2uLR+7t8mFocVQyeIdBuaFz0GKgxkQIiPHfRGmc6n1oJTi5nxQUgxKe7UVBq2m5FnbF3Oi8cFN1vW7G50w6DS4MFnaRn/iZyGlAdz2OjtSGYoJxr2P1jK8GIaGyKuYKMWGIACsRJKYD8QlCcxmgxZt1daSOJgppbIq+QChErfWYVTNwTzhi6CZQfNiQDDJsN64FOdyShpAr8dtITCzLtWcU9BoBhCEs3lGwpmYUSu3yR8gOExZNGaa9cdAKdBSJe+z0Ws1aKtm0+BlYD6ERDqL/UVMOABBYE5msvmJihIopTg27MVDPe5N88BMei0OtrhwepyxwOwNFy1aFtJSaYE/mkIglmIyjll/HAat4ESWA8uNGEDYjKmw6GE2SM8Hb3CamLtWxQWvlF297lr2ohkgCL3PXF/Awz3udXNWTXotHtlWgxdvepiKmdfnAlgMJtbtCC1S4zBhe52dudNfFPiluJzyAjPjHd68eCYx6qjOaUImS+ELsy0HlOtgbnSZQSm7nFtAaDTU4DJL3jBTY4F2YtQHAJvm+j+y3Q0AeHnIw+x9gdUNlo2OlYe3uWHUafBcP9uNGLEMVurEutJqgNWgZbaxP6dQYNZoCGodLDf3Y9y9XMCIJ4z2amvRLriN6HTbQAj7JmvjvgisBi3cdnnzkbWIxwOLa0EsmcGsP8ZcYAbYNzod8QrVDMXEeq2HzahDncOkanm9EscesJqxqVa12Jg3rHijo5NxpOBawok0ppdjkgQzQBBT6hymkoqP/XNBNLrMReVt72oQ4h3U7GVSSD5SRmI8QVeNDeksZd54fS1zgbhk561Oq0FXjQ03Sywwn59cRkulJR+huB5GnRZ7G50ldzCLjv1uCfm8ap9nREY8YbRUWmT1xupQsfFbIaK7d5vEjZid9Y6SOJjnA3FEFbhwe2rtGFKpcey4L8Js47zDbcXEUoRpJSSr6ra13BYCs9tmhFGnwTSDGIhoUnAEKLGi1zMsa54PCiJepcUg+zWE3Ezl45lakl7KvJYuN5uyoEvT4o52cQ7mQ20V0GoITjFwE496I1gMJjYs+S/kSEcV+ueCzETdVCaLyaWIrJNgaxXbjZhZfwz1LpPshUi908TUNSyIZvKO2waXGfP+ONOSSTml/z21dqaNMEUGFkJYCMbx2K6NI13etLMWS5Ekk00YkaMDXhACPLp9Y0coIBwn5yeXmZaSiROmLgmLULfNCLtRx3zRnm8cK9HBzLppLCBc4wKxlDwHc4XYNJbdZozcXP/uWvYLtGPDPlRY9Pnst/XYVmtHvdOEowNsG80827+APY3ODQVWi0GHB7vdeHGAscDslTc5JISgpcrKTmAOyI9cEmF5TZG7CfN6RW756FpMei2aKyyqOJjbqtlFULB0WotuXhYNCEXa1BKYF0OyDAyFdNZYVRUsRmSKeiLipvOISiLkuC9SdN7tRnSqLPysOjKlCT6A8LmXKt4BEDJYdxbpfNydc+peL0FzNUD4LdY6jFtGNa5F3BxR+3MUXZWSner1dgyWMCKDUooLkytFVSXf1VaB67NBpg2Gt2JwIYRGl1nS99zptkFDoGpDUUDYcJN7bV7dEFT5dygKzDIa6KmxJl5Lfh4s87y9rdaO4cUw82rTbJYKc5sqdpVZqQxl2jhx1BuB3aSDW6bZcCNuC4FZoyFoqjDnBVAliPmSSgTmOqcZ3nCCibNqMRBHrdMoW8QDcmXNwbjiH/6qYCb/h95VY2MSKH9pyo8au7Hohm52kx67G51M4ipO5lxu923RXBAQhDNKgXPjbMp5ppajSGWorJNgM+OS5jl/TLIjs5BahwmBWIpZCeCcPyZbnKh3mhBLZeCPstkIAFY/Z1HYLwa1yofFjZXNfrO929zQawnTqIpTYz7sanCgwrr5BtmRjkrEU1mmDTFEB4uURSghBM2VFmaimYhcd6YoAi8wbEC5oCB2SRw/q0x/QNjwkiUw5xZorJxKlFKcGPHhvq7qTa+3hBA8sr0Gx0d8zDZEPKE4Lk358dgmTn8AuL+rCtPLMcwwbLQ44gnDbtTJcn62VlqYCfxzYkWMVf4ktY5h7NJ8IC45z//1SjyVwfRKlJkDl3UDPUAQ9VjlLwPCdVunIUwEvrwgKtNxux5NFWboNISpwBxOpDEXiEty6a1HR7XQoE6tjGPxnFUj061eYTWg2mZk7qIHhFLwlWhKcblwa5UFGgLVhJ9BmcIjIIgUYyp+v4XEkhmMecObbvoW0lJpgc2oQ3+JcltFx79UOmuE34faTmvROdoj8dyzvc6OxWACK4wjeDZiZiUGXzi5aTyGyF0tFUhmsiX7jgHheJF6rJj0Qq8QtaITAKF5+7hPnulMRO0NQUD4/BwmHWod0s7ZXSpXcojkYx5q5J23e+rsSKSzzNeO88E4EulsPnpKKZ0qRFiJvaZYbe6L3BYCMyBcVFh8sUrLNAFh4U4p4GHQ5XQ+EEe9Q9kip8FlRjpL4QkpW3hNLUdh1mtRbZPvpu6uFQLllWYSXZpawYEWl6Qf9JGOSiY5zCdGfGh0mYsSRfY3u2DQaXCGUUyGkgYsLYyzyucUZpXX58UzdoKA3CgZcUNpjqGQN7UcRaXVICmHT3TWsM5hPj22hNYqy6bfl92kx5GOKjx/k43AHE9lcHFq847QIne3V+XGyS5XbdgThl5L8lmxxcK6GSYgCLJ2o05yd2LRkc/SwbyQbxwr/dgVj1lWDTHDiTR84WS+YZwUVkvt2RwrY75cZUrn1pUpD/e4EU6kcXnaz+S9xXiY3nXy0Qs5kjuWzjA8Tka9YXTInBy2VlkwvRJDloFrY84fQ51TfkUMIDqYY4qFj3gqg+VIsugN7NsVf4KNACQ0k5MW97QZnW4bxn1hJr8bAEims5hejjIrIwVyDXGqLEyiHkY8QkZmW7X86r+16LUaNFdamOZ7sip17XQL+dC+sDri1BiDhondNTZVnIWs3OomvRbNlRbmGzEigwtB2Iw6NEmsqgKEf1skmWGyxt2KwcUQshS3NL7dCI2GYGeDA9fn1Hcw5xvkyth4sxiEz16tnisiQwsh1DlMcFqkzT3zwp6KWeqF9Oe+r92NW2dFi4+5UYLvGBAqh8d84XzkhRR6am2qRScAwMyKYDrrrJZ/zu5y2zDqZd8wtpChRUGgl3rOzpuuvOrGjIx6w3AocOGKzmzW0UETjJsXd1SzF+zlZldvxW0lME8vRxUfIHMyS5kLYek6WwjKF81E8uKZQlFgcklwmimZ1Ik/QiW7tsuRJCaWokXHY4gc6ahCKkNxUUEEQCZLcWp0Cfd3VRX1OZj0WuxucDATIsRdRjmTV7tJj0qrgUm32FQmi8VgHI0KypnzxwkDx5lY9i83IqM+f4ywE/KmliOSnZktlRYYtBqmzppMluLM2FJRQu/DPW6MeSNMBMSLUytIprN5UWwzKq0GbKu1M22IOeIJoaPaJrkxQnOlmZloJjIrM9e/wqKHQadhHiUDyMv1N+m1qLYZmUVkTMuIkRExG7RodJmZuf3FBjOHN+lgLnKkowoaslrNopRTo0twmHRblgFvq7WjwqJnEvUkMioz0x8QqmKS6SwWFW5eA8oqUETqnGbEU1nFkVSrLv/XtoOZVQWx0vLRtXS4bYinssw2dKeWo8hSMHP5iHS6bcwczG1VVhh10jMyN6O92opxH7vN0GFWAnONuvEOLCIoenIxD6xFFVEQblcg+Ih0Mfr9rcdQrgGynPWcKFKo7XoEkM9fldIcbFeDAwPzIebl6mtZDCYQTqQVNZtUOyJjcDGEHhku9dXvWF3nqEj/XBBaDSkqE7zeaUKFRV8yB7NYOSyln4tIT60dk0tR1eI8RKFQyYZWZ40N4URatQ0jSimGFuUJ9G1VQt8HtY+TEU8YnQpcuGKlLOu87THGAnOF1YAKi57ZuTsYT8ETSjDPXwZuI4G5udKCUCKteGEx649BQ4BaBY1CGhi5ziililyZIqu5mcrGM70cleU0K0R0nSk5WVzJibUHml2Snne4rRJaDVEkYvXPBRCMp4vKXxbZ1+zC9dkgk1D1EU8YdQ6T7O7UrJz+i8E4slSp0194LgsHs3isyRUoxOfNM3QwixsyUtBpNehwW5mWzd2cDyIYTxcl9D7QLfyuj48oF85Ojy1DQ4DD7ZVFPf5wewUuTfmZCbvDHnmliy050czLsLHerD8ma9OSEMI8q1zc0KlzyHT7V5iZCcxycsoL6a6xMXMAXZ72w27UFbUT7zTrsavBiZOMGlOeHF3CPR1VWzZQ02gI7mmvYrYRE4ynsBhMyC4LFON/WMQuKa2IAdhllovC52s9gznF6Fw66omAyOxSvx5imSYr8WLcx07UK6SrxsakIY64eGVNW5UVEz52zrMRmVU/a1EzP1hsmKh0wd1Va0c4kWZ6bQUEwUevJWhWYFIS6XBbMeaLMN3sFpHbLBwobIasvvh4Yz4Au0Sn9a4GJ2KpDMZVdt+ultXLzwIf9bLPbRXJZCmGPWFsk5FV3lRhhl7LJiKoGPrnguh0W4tqVEcIwa4GZ8kE5lEF33N3rR2ZLFXtWFk1nSmIyBDP1yqJuJ5QAoFYSpbAbNBp0FrJvmfDWka9EUUb6BaDDi2VlnwkDSvGvRGY9VrUbtL4UiodOcc6C/LHxuvZwdzMqPx/1h9DncMk2fVWiCgIzysUdFeiKSTTWdlCgIi4SFKSm0kpld2MqRCzQYumCjNGFFy0Lk2tQKsh2NO0dSlNITajDnsanflyZDmIgsK9ReQvi+xrciGWyjARQkY9YdliACAIAmzEAFHQVeD0d7BrYCYea3IdZ9VWI/Rawkw4S6azmPPHJOUvi3TX2pk6mM/k8r+LEZi31dpRbTPiBAuBeXQJexqdRTfF2NvkQjiRZlKSF09lMLUclSUws7qWFKI0H5xlBvN8IAaXRQ+zQZ6brtFlui0czIBwrLBaoF2a8mNfs6voiIb7OqtweUp55NLMShRTy9GiMv0BIeppZoVNDrO46JE7OWzN9WNQ2v8incliMZRQ1PsCKKweU3ZNyTuYX+MZzKksmIhTI94wmirMsrrUr4e4GB5jJF7ky0gZNcIRERviKLkWpDJZjPvYNEhcS3u1BbFUBotBNpuhI54Q2qutitY/gDC3M+u1TOJF1iJuJijd7OhRKY5s3BdGS6VF8WcICMdJMs3O6S8SiKbgDSVkN0kUv9+SCMxzQeyod0hyFoouWLXzjUdy83S5x3Z3jZDbyrKnQiGTSxEk01lZwp5Oq0FrlbUk3zEgmLd2NRS/pt/Z4MDgYohJr6utGM3Pk6Sfc8ToBDXy3gHB4eqyCNXJcilVQ1E5v0NAEPbVdNKH4sL5UGkFVE+tnXne9sSS0LxYSXTcWjqq2R3X+U02xtVjwG0kMLPKl2XhonGYdLAYtIqFM9FNqdTBbDfp4TDpFJW9e8MJxFIZWYLZWrrcNgwr2OW5NO3Htlo7LAad5Oce6ajClRm/7MZyJ0Z86K6xoUbCbtK+nNP6isKYDEqp4l22lkoL5vwxxRdlFlnlZoMWTrOeiYNZqeNMoyGod5oVbwrlx+OPIUvlCWfdNTbMrMSYNT+8Mu1Hg9NU1HmEEIIHuqpwYsSnSJiIJTO4NL2CIxI3YgDgyrTyXDWhwZC8LvOiwMwqhzmcq6xpdMk7d9Y7zcwzmJVsWjY4zZjzK8+5BQTnq8Okg8sib3LcVWPL568qIZpMY3AxhP0SqmKOdFYhmcniwqT8yCVgNX/5viKynwHgrlahIoBF7JJS90GDywSthmBSYeySJ5RAJksVR1LUM4pdmlfQCPN2goJNX4FRD9uMvWqbAQ6TjtmCdswXQaXVIDlndCtYOK0nl6JIZ+WVV2+F6NhmlZM64gkzaUSo0ZCc+1bFjGOFbnWxkaGStch6CPnQbL5r0aXNspEjsJpnKve71mgI2qvV+X4LoZRieDGM7fXSxsm6P8NGjCjMbRUdsWq5M8WMcdnCntvKbBNwM3zhBBaDCckxKMl0tiQO61FvGLUOo6zK4fZqK3Qawjw6QWTMG1bce6DWYYTVoFXxdygKzPKjZCZ8EdU2EyZyMVNKP8dtdTaM+yLMmn8DYvNidr0bAOG84wsnFCc+AMLcSK8lis2n68FUYCaEfJ4QcooQ8idSn7sqCiibTM/JzMoshBCS62aubCwLDBc5jRUWRQKzuIBvrmAgMNfYMOaLyHKdZbMUl6f8ONDikvXeRzoqhRzmSb/k5ybSGZybWJYUjwEAbVUWOEw6XJlRJpwpzfsCBMEzS5W52YHVRavSzExW5f+iMKxkM6beaWLWvGxSgTOzu8YGStmVH16Z8WNvTrwthvu7quELJxWV+lyYXEEqQ4tyTYt01dhgMWhxdcYv+31FxImSnAVUo8sMQtg2wwTkHyt1TpMQScOojHI+EFd0TWmsEHJulxl0F59SGLvEqinmtZkAMlkq6bpyuK0SOg3BqTFlbv9To0uoshqKnnxvq7PDoNMo3rAEhAWyTkNkbxzrtBo0usyYUjzvYnM9cduM0BDlVTHzgRgqLHpmjt1yovQ6ks1SjPnYCsyEEMGVxMjhKjSZYe+gYSEAKWnMvBVi08AJBjnMSqp+1oNVfvVaxnO/Z6UNEyutBlRaDUxFlUyWYnIpyixKRhQ8WLtIRWevku+6w62+u3UhGEcokc5vBhSLWCmrtsA85o0oym3tUslFLyIef3IjPDrctlz+sLouYTHqYqseFIWIYnT/rPoxGUqamBl0GrRVW1VpKAoIv0Gl0VD567GKMR4VFj2qZG7EdLltSOfOrWogbpQp/Ry7a+xIZymzxrupTBZTy1Fm+csiq9cVBlX1XqG/BIuKnbUwe0VCyDsBaCml9wLoIIR0S3m+zajLNTCT/wPMZinmA/KyMtciiFWsXDTKx6O0rDmflcnAwdxdY0dSZlnQqDeMUCItucGfyCEFOcyXpvyIp7JFlzKLEEKwr9mlWBDITxYUOpgBNk7/Cotelou8EBYbMQCwEIyh2mZQ1ESn0cXOKTqVu8C0yijZZdkswB9NYnIpir3NxZee5XOYh+ULZ6fHlqDVEBxuKy5/GQC0GoLdDU7FGzGAsKjXaoisRagpl3eldLNSRNzMkdOtHRCuJakMxRIDQRcQ8tPrFFxTGhg2xJxWGLu0ukBTdqyIbmApDmabUYd9zS5FOcyUUpwaW8KRzuKaxgLCgmV3g4OJ0394MYy2aiv0CiaHrVWW/PlOLuLcRGlEhk6rQY3dhHmFG4ULAWXHyO2E0kXErD+GeCrLPGOvo9rGzAE55o0odrSuh8OkR43dqEgoFcvo1cgobHCaYdBpmCxox30RZCk7IbzDbcXMSox5c6sxXwQNTpPiuSfAvonezEoUyUwWnYx+i2674Cxk7WAe9oRh0msUnW873DbMrESRSKvTvAxYdeDKcf9319iZu9PXMu5Tdt5xmvWodRhVi/IY9Qo9e2xGecdKR7UVqQxlVs23ETfnc40c64tfp7RX22DSa3BjXl2BmVIqZOgrOH/31NpUcTCLjflYbGip2VB01KMsIqpLZaf/hC8KQqC4Qj+/HmF0PM+sxJDJUua9JVYjypRfV0Zk9joqBuVX+FV6AXw99/fnADwAYFi8kxDyAQAfAAC3242+vr5bXsClS+PK6Az6+uQt+PzxLFIZiohnGn19C7JeQ4TEEpj0ZdYdZ7GcGUpCQ4AbF09hQOYOqQiNJDDpS8sezysjSRAAo1fPYVqrbCzBFWFC8u0XT+FAjbSf0CszgqU/OT+Evr6RW+4Ph8Nb/htb7QTPXhrDIeO8pPf+9rDwGaTmbqLPOyDpua5MEicWUnj2xaMwyvz8XpgU/u2ekavom5EnCKzEhZ3oF05fRnZOfjnptdE47Fqq6PcNCL/LKa+y4wQAro/FYdNsPp6tfhvJQBLzgRReOnoUGoXH2/GBBPQaecduOkuhJcCL526gMnjrb1wK1325mI2lSfT1zRT9vHorwXfPDqE7OyXrfZ+5FEObneD8qeOSnleJBF6YTeOFl45CpyBz6mR/HG4zcOr4saIev/a34dAmcW18Dn19yuIPAODolHDcTt68jNC49OPWtyh8h99/6TjancoclakshS+cRHx5XvZ1ciEonL+fPX4OS3XypwBZKjgSttuTio7/CiPB8auj2Inif99ref5SHG4zwbXzp265b7PzRoM2iR+Mp/CjF47CrJP+e12IZDEfiKMqvSTpM6giCbw8ncaLLx3dsjHgZlybjKLJrlH0+eviCYwsyp9bAMCJMWHzZOTaeczeVHbutZAkbkwoO3aHZ2NwGYni65IaEEI+D2AngB9QSj+62WM1WO1CLhdx80ZueetGdNZY8a2LMwjFU7KbFgNCnqwvLL9R5VZ0um2KHcyNLjOsMkWezdBoCNqqLEwWiqKLUm4u71o63EIl1uRSFNvqlMduiIx5w8wiKDprrHjmurK1XiHisaY0y1OEEIL2XKM/loiCmZJcz063Fdnc9ys3gmErhvOl9dJfv7vWhuPDPqQzWVXcddGk0CBSafl6V41NUU+izRhVKP4UClGsjrn1GFoIoc5hkhRxpNUQxefmYvCGEwjF04oqZHpq7fjR9QXEkhnZvU/WY1xBNvRaOmts+PalWYQTadkbEhsx6g3jTTtrZT9fdOCrJYCP+8JocCrvMbEazRMCUK94XKI5gLWDuaXSAq2GKN7gj6cymFyK4Mf2NTAa2ath+Su0ApjN/X0ZwMHCOymlnwXwWQDYtm0b7e3tveUFvjV/CVem/VjvvmK4OLUC9J1E79170btd/sEAABeSgzg5N4IHHnxI9sXt+94rqF3y4dFHHlE0FgAYJKN4cWoAB4/cX3TTrUK+57mCOqcPj71B+VgOxFL46JnnYK5tR+/DnZKe++y3r8FhmsO7nnhk3clRX1/flt//mfgAPndsDHff94AkF8Qnb57E3maKt77pfkljBoBUzSK+N3Ye1V378hmaUnnxqeuwG2fx448/IrskK5ul+KPjz8BY1Yje3p2yXgMA/ubyK+hpsqC395Ds1wCAK+lhvDwzhHsfeFCR+/hjl15Gd5N10/Fs9duYNU/i+2PXsf3AEcUxOf8zdR5t1RE8+sjDsp7feeVlJEyb/3uK4fpLwwCG8J4nHoLTXPxx/3iwH189NyXre4kk0ph47jl84KEO9PZul/TcUMUcnpm4hLptB7G7UVoTz0L+6kIf9rXZiv781v42vuu5jFOjS7KvJYWceWYAuoEx/Phjj8gSA6tmAvjEpeNo6NqF3l11isYyvRwFnjuKe/fvQO+hZlmvsRJJ4iMnn4ersQO9D3bIHsusP4bMsy/hgf3b0XtPi+zX2T16Bv5oCr29D8h+jQ+dfBH39lSit/fALfdtdt4wNPnwvc+dgalpF3q310h+3/8+MwngOn7xLfdKWsAFXLN4/quXUb/9LkllpYUk0hl4n30GTx5pR2/vNlmvAQBDmlEcnR7AgXvul3SOKeSlwHU4TLN4yxuVzy++NnMBw54wenvlnXsBIHTsedzfUYfe3j2Kx8OSwko/QsgXCCHdlNLhjR6v0yp3qeRdhIxFpM4C8WKfhMqBtYz61OtiDghC1bcvzoJSKmveNeINyy5RL4a2KjYC5IgnDA1ht5jtyOcHh5kJzJRSjHkjeMfBRiav1+m2YSWawnIkqahJloh4rCnN8iykvdqGy9PKN7oLGfGEcbhNXhWoiOjcHfOGVRSYw6i2GWR9N901diRzJeZqiKNiLA2LsvpvnJ+WfX7ZCLFnz08qOFZE4VIQopRpIpsx5AnJ2tjqrrHh3ATbY2MtYoyTknN4T60dlAoCqZJ1zVryefQMft/587U3gj1N7Ma4EkliKZJUtNFhM+pQ7zSptpkg5BwrP2ebDVo0V1iYjXO1ap2twGzQadBSqXxjeswrVD2p0V8CYCswhwGIqo4NMuI3mivM+NG1edk7liwal4nUO83IUqF5jdzXE8o02TSZEccw74/DUSd9ETi9HM3nXCvFaRbKDuUchJemVrCv2aVo5/1IRxU+3TeKC5MreLDbXdRzwok0rkz78SsPyRNU9uVO2JenA7IF5tHcQkXJJESjEcLYWURk3NMu799RiJgF6wkmFP2+5gNx3Csh73c98sdIQHmjzymFpf/dNXb0zykvgb8yE0BHtVWy8PNAVzW+dHICFyf9uFdiJMz5yRWks1Ty84CCRn8zftkTsWQ6i4mlKN6yW/4OckulBd+5NItEOqNo4wMQjpU6p0m201S8BrBohsmieZnLoofFoFUckTG1JD+nvJCuGhu+dm4a2SyVdV2YD8SwEIzLyvU/2FoBg1aDk6M+PCJDYD41uoQ6h0ny5LbwOJErMLMqiW8paIrplHnMsmiuLFLvNOOVIa/sBXs8lcFyJImG27PBXy82qfQDXl3tZ61twY0Zae74tRy7moDLSHDpzAnZr7EeS2GhmuoHx85jpUH+UuL4rFAh4h3rR9/iTSZjexWBFMKJNL79zFFUmaWtK7KUYmg+it5mnWpueF0siQmv9MqrtZUZJ68LVRzFVv1sRSwt9Ax44ew1mHyDTF7Tn8gilEgjszKPvj5l2fcAEPUK1UHffO4YeiqUOwuP9ydg1QNXz51kJhZqwknMLKfw/EtHoVew7hGJpylm/THcE9m46qSYStD893uG3fe7lvPDMVQbIOvYCQaESqvvvHQad9Wyrx44uyD8dpYmbqBvWf6/P+tPIZLMyDq/bMZKPItwIo2MX9mxYjcAx6+OoCc7XdTvQipZSjE4H8WjMs6R2kgSs/4UnnnhKEwyKsiKQaxA9IxcQ9+svO/Hn7vWPd13Fr5Gdo1oX8pVVU/2n8ecwsqvpVDuevzKOSzJuB5v9NsYzlWsRxbG0NcnryIWACp1SVwanUdfn1/2a6wHpRTDC1EcqWdzja7QJnB5bIHJax2/noBdD1w+e1Lxa63FSeK4NhFVNM7Tc8I5MDA1gL6VIUYjW4XlWfsChMnyaQD7AEg+Y7dUWpDOUswH4rLEKrYCs7A4mQ/Ibxo4H4gx2/kXxzDrl1euNrUczWezsqCrxia5sUEkkcbQYgiPKXTxHWqtyOcwFyswnxtfRjpLcX+nvM+gxmFCvdOkKId5xBPGQz3FjXczWiotisLyQ/EUgvE0k+MkL54F5R2zgCD+h+Jp1CscT4NTPEbiuKtV/utQSjG1HJUlsIp01djww+vziKcyisp2rs74cZ+M3+w9HUJW+fERr+R/x6nRJei1BHe1SnfINFeaUWHR4+p0AO+5R/LTAQATS0IDUaXNMGmuGaZSd4BS8azKaoBeS9g0w8w151QiMBNC0OAyK26IObUs7J4rFZi7a+yIJjOYC8TQJKMJ7eUpPwBp+csiJr0WB1tdOCUj059Smr8GSRUjWqsscJr1uDLtx7vvluf+Fjd4lTo/WyoFcXxyKSp7U2jWH1ecvyxS7zQhkswglEjLqtZaDIoNY2/LDOZNK/2AV1f71bb10OU4lVytVcjHrx/H7mY9entlnpA3IJnO4k9PPgNDVbMiB/2ZZwag147hp97cq0opvHViGV+5cQqV7bslVylML0eRfPYoHrlrB3plHqdbsWCZwg/Hr6F73z2S5lBrKzM+evFl7GtTXjVVSO3ZFwC7G729+5i83pmxJeDoaTx23348zGAu3LkcxccvHIW9sZvJ9/OZodPoqc/gkUekVzluRMA1i6dHL6Nt1yEmVQRXZ/zACyfw2D170bt7/bVUMZWggPD9UobfbyGUUvzm0efwjoON6O3dLfn5hxJp/OWpZ2GqaUNvbxfz8YnVgT/15ocV5YGbxpbwlRunUd25h8lvWuTEiA/oO4Mn7j+A+yQ2pi9k+8BJxEHQ23tv0b8LKUz4Ikg924c3HNqJ3sPSquri1Qv41vAFNGw/IKmRuRRO/OAGjLpJvOPx9aumiyGVyeLPTz0LTWUTent3MBvbN+cuoqnSjzc9qrzyK57K4E9PPgNTTQt6e3skP3+j38biuSngzDW849H7FPXw6gv24+vnp/HQQw8rMhiuZSmcQPTZF3D/vh70PtCu+PVORW/iiycmFKUXiHxq4BS2N1L09t6neFxrORm9iS+dnMCDDz0s2/x0/tlBaDWj+Om3PKzYiLUeLGdzTwH4OULIxwE8CeAHUl+g0Ekjhzl/HHajTtaiZC1KXWeUCkJ5nYPNIqfRtSqeSSWeymAhGFcsBBTSVWPDqCcMSmnRz7k2G0CWAgcUlFMCgNWow94mJ06PLRf9nBMjPhh0GhxSUFa2r8klTO5kEIyn4AklmJSBig5mKZ99IXkXJOONGLmIDZ2UiGYA0OAyver15OINJxBNZtCq4HgpLKmSy0IgjsVgAntllDvZTXocaHbh+Ih04ez02BL2NblkTboJIdjT5MIVmccJwKZDejOjZpiAcF1pUnCsaDREaIYZYNAMM8BGPGt0mRU1jQWEz1arIfnjTi5iaaXcTuyXp/0waDWyncD3dVajfy4If1RaE8ZhTxi+cFLWRpTYOPaywg1LQhgIzFXKjxWmDub8eVzeNYWFy19FJFX66XP3yi2FzGYphhfDzHJ5CzHoNGittCjOVRz1hNGqUhdzAOipEUQ9OU2axGxVtZrgAKuRFkpiMhLpDMZ9EaZZyYAwNpYN6sR/I6sIikaXGSa9BqMMS5pZR7Ww+H4LGc5H3rAoq2fXqHMtC8E4Qom0bFHdZtSh0WVWpbkaIHwf9QyaTYrnBla/QZH8BrLCc09HtXrN34DV86qsiAxx7qdSk0QAGPdF0VZlVSRq6rUadLitzMfJsrmtSa9Fo8vMvKHoiCcMo06DRplNzkU6a2yIJjOYDyo32hQiNshldU3pqrHlo3mUMuYLq9K8GBD+vcl0Nt+EXg7DnhBaqyyqiMsAQ4GZUhqEUP53GsAjlFLJ9eGiKDC9Iu+LnWW4yBHdkPMyRYFQIo1oMsNskVNjN0KvJbJcZzO5HyBLgbm7xoZwIo3FYKLo51zKOc2U5PWJ3NtRhSvTfkST6aIef3zEh7taKhS5Sfc2OzGxFJUsRACrkw8WC5WWSguiyQyWItLHASAvLDUqFIaAwo0Y+Se5VUFA2bFrN+lhN+oUOzPFDa7WKvkXLHHipCTLSRRp5e7s399VjWszfgSiqaKfE06kcW02oMi9va/JiWFPGLGkvO7kw56QYuEsv1mp4OILAOlMFgtB+VUsIvUOMyMHcxw2o05xE4/GChYCcwwNLpNiYagr9z2PyJy8X5oSYibkTpLu7awCpZC0YQkAJ0eEslW50T77m5wYWgwVfQ1by7AnjKYKs+KmMzajDtU2AyaX5C1MIok0ArEUw4gMcdNS3u9TfB6reDLGiJV+gFDpN7HZg/W5hsJyxalZfwyxVAbdNepkrHa4rcpzAH0R5hmFhTgtetQ6jBiUIzCLm50qNshabcQlf64w5hWqflhn6bZX29gKzN4wDDoNs3OFRkPQUc2myRpLE0ghbfksa0YCsycMvZYoMkCIiMevXLPKZqxW2Mg/trtqbKqJj6xyW6usBjjNeuZC/ag3DLtRhxq7UdHrdLitWIokJa0DpLDaXFT6uae10gK9lsg2FxTDuC+MNoWNHAFBIGWZIZzNUoz7IuhgeO1rr1Z+PV7LqFc4TpQ0owYK5vmMv2vx39vGSGAWf8dKxyk0L04y/X4LETeeRrzyN+CGPeH8BrwaMLUMUEpXKKVfp5TKautbn8u5lLtzMOePKd5lEXGYdTDrtbJFgVWnGZtFjuiCkyOeiYIZqwxmYPXHLXYoL4bL0ytoq7IwacZxpKMK6SzF+SIaBMwHYhhYCOHhbcrKl/bnhD45rjMWky2R1pzjTG5MBssoGbtJD5tRp8zBzKDsX6TBZcacQiFP/FyVHC9tVcIFWcnk+OqMHzoNwS6ZzswHu6uRpcDJ0eLz286NLyOTpYrysPc2uZDJUtkZ1MOeMJorLIqEM7fNCINOI7saRsQTSiCTpYqPlTqniYnAvBCIo9ahbMEBCM6v5UhS9iYAIFxXWGxaVlgNqLYZJV1LRNKZLK7NBmTFY4jsa3LBrNfitMSYjJOjS2iuNMs+T+xvcSFLgWsz8o6TUU+YmfClJHZJPH8rdbKL1Oc391+XDuanIKHST68BCJEvPorHVI8KDmZA2AQc9wniphxSmSwmlyKqNfgT6am1y7oWj3iEJmUVDOasG1FtM8Bh0ilyGYouQtYO5o5qK5YjSVmmivUY80bQXqVcrCiks4aNQ5OlCaQQh0mPapsR44yEnxFPGO3VbBz/HW4bAjGhSSJrWHyePbXCdyv3/LIZ474IE1GKEIIOtzXfTI4Vo94wOhT27AFWjRqjKjnVBxdCaHSZZZkedFoN2qutGJEx9yuGTJZiejmmuJEjIAik0ytRxFPy58yFLATjiKUyTBtYduQqTlhuGI142DS5Fc8DrAXmcV8EOg1BEyPtT9RolG56jDJs4LgeSgX7RDqDyaWoKtVtIurUpMlEp9Wg0WXG1LI854rgYGazqCCEoN5lUuCiYb/IaXCaZdnhRcGedUQGUPyPm1KKS1N+RUJAIXe1VkCXy2HeipcHvQCAR7ZJb+JUyO4mJwgBrsoQBIY9gnNDiStWRBSY5Ypn8/44tBqCGjub32ad0yS7nBkQIggIAWodysdT75K3CVPI5FIUhAh5wnIx6DRoq7IoKu+7OhNAT61dtut+X7MLNqMOx0eKF5hPjvpg0GpwUEb+cv59c5EeV2QKZyOLYcVdbTUaguYKs2KBeXUzRtlvs95pwkIgrnjiN8/ATQ0URi7JP1ZYCcwA0FVjlTWhG/aEEUtlZDX4ExGjk6RsxGSyFGfGl3Ffh/xsxL0Fjf6kkslSjPkiTDI9AaFaQ+7GvhjbxcqVWGM3QkPkC8wLgTicZr3i0mc1kFrpRyAcq3JdSflyepVcKp1uoZx0RmbV4fRyFKkMVW0RJtJTa8ewJyRZqBr2hFQXvwkhucg5+QLV0GIIOg1BG4P5ZSHtjN23rB17gLDQnlmJKRZ+RnPHmBpu+g6GUSMjnhAzEbyDcXxHIWO+COxGHdw2+Rvi3TV2JNLyzy8bsRJJwh9NMSur73SzjxoZYbSBLB5vrJ2tIsMeZRFM3TV25qKjyJw/hmQmi3YGDuauGhsoZfc5iueDTka/QUA4X4cTaXjDxVeWb0Y8lcH0SpTJ77DaJjj9WX/XE0sRNFdaoGcUsWU36VHvNCke55iK1xOgwJgj08QmGgPUjP+6rQRmQBB15IgCkUQa/ii7Mk1AEAXkL3LYl2k2VshrzDS1HIVZr0W1jZ0Lw20zwmnWFy2gzQfi8IQSzATm1RzmrQXmvkEv6p0mxS4eh0mPTrdNVg7z4EII3TU2Js4NsRGWEgdzncPEzEVS7zQpylVaCMRRnXOcKqXBpTyKYGo5inqHSXEukZKJE6UUV2cC2Ncsr+kWIOSGHemolCQwHxv24XC7sigZJQ0x05ksxn0RdDHYVRWzypWwGiej3MGczGQVO4UWA3EmGzFipY9cgTmSSGMpkmRWFdNdY8fIorRMfwD539g+hQ1i7uusxtBiGN5QcRPzG3NBBGIpRVEy1TYjmirMuDItfSNmejmKZDrL1ME8F4ghkZYu0rCsiAEEo0GN3SQ7S38+EL9d3csApFf6dSgQL4YWw6ixG+G0KO9Lsh6ieCHXQar2IkxkW60d8ZS0XMVslmJoMcw8dmI9Ot3KXLiDC2F0uK1M5lCFtDMUp1K5XEvWAnNnjZWJ8DPqFaInWBpxRNqrrUxE3Hgqg6nlKLoYbRitio/sBT4WDtwulTJ6x3NxUCwiMgDhc1wMJhCKs4mhCMVTWAwm0FmjfHzNlRboNESVHOZslmLMq0wI76qxYWqZnTO4EPGYY7Hxlo89ZPQ5isccUwdz7rVYVUtMLEVAqfIccEDYSO10W5mfa8a8bKJuCumqscmqqCxkzBuGTkOYJgespafWJttpLZ5T1Zzf3HYCc0ulRZbALDqNWXUyB4A6h1l2k7/5gODKZOUSBYR/20IwjnQmK+l5UzmnmdJSm0IIIdjd6MD12WBRjxdjJQ60yHdGruX+rmpcmQlsKtqkMlkcH/Ghd1sNk3//3iYnLk8HJAshgwshbGN0IJv0WtQ5TJhclp/LyMrpDwB1DmUNzOYCMTQwEgRYlP5PLUcVdcsV6am1YWIpIku0mVyKIhBLKe6sfH9XNSaXokWdUz3BOAYWQniwW3kn7L1NTlkbMRNLUSQzWSaOu2aZ15JC5vxsGmKyaIaZzmThCbERz0QxUK7bX+yT0FzBSGCutSGUSMNTpMArcmXGD6dZn6/qkMt9OaG42JiMV4aFqpj7FXR3ByC70Z84qWQx8QeAtmoLKAWmZVSPzftj0BCgVmFWZCF1ThMWZG5azgdit2v+siw6qq0Yl5mTOuIJqVoCqbTsdVSFRfZ6bK8Xric35oqbrwLCOS6cSMuOqJJCZ40NnlACQZkC1dBiSJWFYnOFBVoNYeK+nVqOIp2lTMrVC8n/BhUKFyOeMNpUajbZ7rbCF5b//YqM+yLIUiiu8BJpqhAycMd9bB3CgCD8KHVnit/tEOMIBVGAYyVMdeZz1NkIe6tueuXfs16rQUuVRZVNhFl/DIl0VpELsrvWhixDZ3AhE7nzVjuDTa32ais0hF3Ew6g3AotByyTyToR1Q1Hx38rKyCBslrP7nrNZismlKHOBubvGjlFPBFkF0Txj3ghaqtg5q9ejO5cLLmduOLwYgoawOweux20nMDdXWrAUSSKSkNb4hnWZpvBaJizKEHQBwZVZZWXjylwdjxlZCixKXIRPL0dV2UXZ0+jCwEKwKAHt8rQfBp0GO+rZTdYf31WHTJbihRuLGz7m+IgP4UQab9iuLB5DZH+zC75wQlLObyCawkIwjh6G+XgtVfLFs7kAu2aYgCCeeUIJpGQcJ4BwrLASBJQ2iAIEcZeFi6Wr1o4slVdeenVWcDXubZLvYAaEHGYARbmYjw37XvUcJextcslqiDm4ICwktjM4VloqLQjG04qam8z5Y3Ca9Yqb6tUpzJUFAG84gSxlUxVTazdCqyGyOxBPLbGNXRIXKFKdSpem/NjX7FK8ebirwQG7UYeTo0UKzENe7Kx3wK1QVD3Q7MKsPwZPSNrvYoRxXmhLpTDJnJKxaTnrF1z1LIWZepn9JgDhenI7O5il0um2IpLMSGqoDAiLr2FPWLV4DABwWQxw240YkukwHPWGUZ2rhlOTnlo7dBoiqS+AKEbvLIXALOakyhAvosk0ppajzAwMhRh0GrRUWpgIzOK/jbWDua1KEH7kfHaFjHrDqpULi1EMEwo/x2HG532thuS+X7biYziRxnwgrngD1GHSo85hkt0AeCPGfRFoGboLxQoMVjEZrPPAO6ptqgi44qaOku+Z1QbReoz7IrAatIpiWkSMOi1aKi2KzzMio94wOt3KM7YLaXCZYdBpmMXxjHoiIAxFyE63DV4FG6lrWQwJOdasGvyJdNXYEEtlFEUIjnrD6GC8mbqWrlp7/lwrlWFPGK1VVkXVyltx+wnMOUfUtMTMJdZlmoCwkM9SyMqzUaNMM5+bKUEUoJTmHcys2dvkRCpD86LQZlyaWsHuBgdTwX1XgwPNlWb88Pr8ho/57uU5OM16PNSj3JUJrJZiSyn/F3ffWS4A5DZlymYpFgJsclxF6pxmUIqiy8vXIhwrbMaz6syUJ+RFk2n4wgkmWdmiy0TO4vvajB9GnUaxK6nTbUOtw1iUwHx8xIcqqwE76pQvqMUoHKl55YMLQWgIm4l1k8xrSSFzfjabMaJDX4nTP984lkFEhk6rQZ3DJHsCNZ27BrG6rogimJSytGgyjaHFEPYr3IQBhM/jno7KohzM4UQaF6dWmFxTxOPk8pRf0vNGPLnoA0bCnJLGsayOkULqnULUkVRnRiKdgS+cRJ2D7XjKSafMZi6z/hiiyYzqEQ89tTbZvQbGvBHV4zEAoeqrq8aGfgkO5hvzQWg1pEQRGWLUiHRhIJ+zrdI4WcU7iP821iKuSa9Fc6VFkUCVTGcxuRRVLW+bVQ7u0EIIWg1hKtK3V1sxwdjBPM4w+qa71sbeweyLoIVhbmtLpdC4klWjv9FceT2r+VWH24rJ5SiyDJu/AatCuJLjJu8MVtCvZiPERo6sRNyunGOUBaOeMPNrn1ZD0F5lZbaZMOINo9FlVtRwvRDWeeDieYZVlrpIPg5F5nedyTmr1Z7biBqD3P41rCphNuK2E5jFE+qUxIXOnD8GrYYwLdNsUOA6Y+nKzI9HRlnzUiSJaDKDFgUNyzZiT6OwsL82u7mIlMpkcW02gP3N7OIxACGm44nd9Tgx4lvXpRhLZvBc/wLesruOmbC9vd4Og1YjSWAWBXiWDubWSgs8oYTkKAhfOIFUhjJ3MAPyjpNgPIVwIs1sM0Y8ZmWX/udKxFk4G5RMnK7MBLCzwaF4AkwIwQNdbpwc8W1a7pPOZNE36MGD3dXQMMjm3p07N0iNyRhYCKGtms2uqngtkZtVDggiTSODOJkqmxE6DZFU+bCWvMDMME5GtsC8HIXNqIOLUbZrtc0Al0UvaaJ0fTaILBViJlhwpKMK477IlueO06NLSGUoHmLg9N/d6IROQyTHZLBs9AQAVVYDbEadPIGZcUUMIFxToskMgnFplWyenMu3nmEEVLkR5w0DC8WLo8Dq4kjNiAxA2BwaXgzLKicd9bLpUF8Muxqc0gTmuSC63DZVHT4igtglLydVFPe3MZxfFiIIkMrKhYHVTTGHib1bvdNtU+QsnFoWGh6xyLxdj+ZKCzREeen60GIIbVUWxf1BCmmvtmJiSfn3W4jo5GURfSM2wGQ7vgjaGMTgiRh0GrRWWpg5mEc8YbRVW5kJ4O3VViTTWSzHGQvM3ggqLHpUWuX3dzLqtGirktfkeSsmltjm83bWCP0Q5FS1FxJJpDEXiKtSMdFebWVWkTDqYVvV0ck4813MUmfuYHaLwq28TY+ZFSHqUe0GweLm97BEjSGZzmLCF1F9bnjbCszTEkt3Z1eExmUsyzTFhfy8DDfkfCDG3MEs5uZKEQXEBSOLTNm1NFWY4bLocW0Ll+KNuSDiqSwOtLiYj+GJPfVIZSievjJ7y30v3FxEJJnB2/c1MHs/o06LHQ0OSYLA0GIINqOOWc4wsPp9SnVnir8dlmMRF/Ny8srF5yjNuBWpdRpBiCB6yGEyd8FqZSAwm/TyJk6ZLEX/bAB7G5U7MwHgge4qrERTm24EnRlfxko0hTfvrmPynk6zHh3VVlyR6mBeDDGJxwCEhrHA7eFg1moIah0m2Zn+wOoGDiu3f2OFWX5ERi52iZUzhBCCLrdNUilsvsEfI4H5vk5BMD61RUzGS4MeWAxa3NWmfMPUpNdiR70DlyQ4mCmlGPVGmLoPCCG5qhhpAkg2SzEfiDPN9AfkX1PEzYHXU0RGtc2IapuhqEqxQkThUW2XSk+tXVY56XIkiZVoirn7aCN2NTjgCyfgKTLbu38uWJJ4DECooGivtspqZja0GIIxF2WhBu3VVsRSGdmZ6CIjKkZQdNUI2Z4ZmSLkataoOiK9UadFU4XyHNyhxRDzjYS2aisS6ayiRt1rGfWEoSFQ3BsBEDYPWPz+RLJZiglfhHkWeIfbytTBzNL9KDa5W4iwFpjDTES0zhr5zco2IpnOYnqZbT5vl9uGVIYqbh4+xjBjey3tbquQd69QBM9mKcZ8bL5fEdHpz9LBbNRpUM+gqrOQCqsB1TajbAez+O9jHQe1lkqrAdU2g+QKsomlCNJZqmp8GnAbCswui5B3KTVflnXjMqDQwSxt4hxNphGMp5k7mC0GHaptBkmfjfhYNSafhBDsaXRuWQZ/YlQoz78310iJJXubnNjf7MLnj4+/anJJKcVnXhlFS6UF93Swfd/9TU5cnw0UPZkdWAihp5Zt1pJcd+acClnl9Q55x4kwHraCt1En5G3JdTBPMT5eumqklw+P+8KIJDPYo7DBn8gj22qg1xJ878rcho/50fV5mPVaPNzDJqscEIQ/KU7/1SxJNot6u0lwVsidDIbiKQTjaWbHSoNLfq4sACwG4zDoNKhg5BoWm8bKWZRPL0fRXMHWtSqWwhYbi3B5xo+mCjOqGeTrAULud7XNiBcHNs70z2QpnutfwCPba5i5yPY3u3B1xl/097AQjCOcSDMXa1qrLJiUeKz4Igkk09n8XIkVokAsdaNQFCFeTwIzILhTByVeR4Y9YbjtRrgs8t1lxbCtToyCkja+MQb5nVIQm/UV42JeCiewEIxjJ8OeIVvRU2vH4KI0lzoADC6G0V1rg5ZB5dF6iBsASnI9KaXM3XCFdLoFh+aMzM3k0RIIAp1uq6wIFJFYMoPJ5SjzyBZRgBtnmNE76o2guZKN01ppI9G1iLmtLBq/FdLptmF8Sf4mh4gacS3i73oxqkx0XMsYo02j7hobJnwR2X181mN6JYosXRXXWcDqtziq4rWvo9qKVIZiRqZ5RGTWH0M8xdaFK2b6s3L6j/siQga/Cte+7hqbot4SgPrNiwFge50DN+clzg0XS1PddtsJzIQIwftSRQE1yjQdZh3Meq3k0v+8K1OFRY7U7F3xcxTzSFlzoNmFwcXQpqHtJ0eW8ot31hBC8MGHOjC5FMWz/Qv5218a8OD6bBC/8UgX84n3vmYXIslMUeWM2ZwbdTcjN6qImBEs+ThRIatcPE6UOJhZbsbUu8yym6lNLUdhZ1j6311rw8RSFMl08ROnK9PChs0+BtmygNCI6ZFtNXj6yty6k99MluLZ/kU8st3NLGsLEDZ/PKFE0b+LocUwKGVb6ttcKb8ZpvgbYnWs1Dnl/y7F8dQ5TMw2qhpcZmSyFIsSnUFq5fp31djhj6bgCxfXGPLKtJ+ZexkANBqCJ/bU4cWbHoQ3aDJ8ZnwJvnASb91Tz+x99+euJ8UuWm7OCyIUa6GhpcqCmeWYpAXyaqQQ+wxmQLqDeT5/PXn9ZDADwiJicCEk6bsZWhQ2ttWmK+eCkboYEwVzVh3qt0J0I28V6Vb4mF0lcjADwgbX9HJsw3PPRgwthNCjohOpPd/ATL4AuRhMIJxIq1YyLP4G5TjA///27jy+jbvMH/jnq8uHJN/3FcdHnPtq0jRNmzo9aSmllIWysCy0LIUFlmthWVjYgz3Y3QLL/liuLvdV6BYopaVtesRteua+L8dObMf3bcunju/vj9E4iizZkjwzkuzP+/VKm8iyNPaMNI+eeb7PAygJo5LMVNgXOMx3LjUFDjT3umJOQDb1KvGRbgnmKFevzEWrylYgYACmVsvq+/Tp21rlv8gR66owVYu/ulDL/VzgTEG6zYyuMe0SuEPj0+hzTWuyn2sLHfD4K8u1oj6WlhcSqjUaSHi+xwWzSWhS4R9MvZiw0EF/ansIrWOIqjztKv2b+8Z0a2tUV+TEue7RGFt/jSFrga1jIrW6JANnu0ejqlg/06XMl9C7hUfCJZgBoCInLaqkgFeHwWWAkrwszox+WfPlYUzaf8hZlmuPahlr68A4CjNSdOsjd011Lrw+iX3NAyG/Pun2Yv/FgZnlx3q4dU0RqvLt+Kc/nETX8CT6XFP41z+eRnlOGt62uVTz51vvryyNpE1Gc98Yxqa9mieYs9OtcKZY0BplUNgxPAFHigUZqdoF0urrJJYldh3DkxACKNRwiUtpVuzDy1oHxlGRq93S/9oCJ7w+iYtR7Kfj7cNIt5k1vfr5tk2l6B2dwqtNs4f97W3sRe/oFO7QMGkGXG5dcDTCPsxn/T1GtWqRAQDl2WkxVzCrx5AWPZgBpUq/K4bBZSqt+/qX+iuQo32t9I5OYcrj07zt0ir/fj/VOX8VX59rCpcGJ7BRoyp/1V0bSjDl8eG5U6GrmP94XKn031WnXaW/2jrqSNtgRPc/0a78ftZofE6pzLVj2uuLaimyWjFYrvEF7AJnCkwC6Izy2OwanoQzxQKHjomieKgrcmLK44s49nN7fTjTOYq1JdoeI6FkpllRlJEadR/AM52jcKZYUKbxSohwnKlW1BY4cKh1/tfZoZZBmE1C0wtY86nzD9eNphJ8eMKNrpFJTed7BCt0piLNal5QhauaHNSrgllNgkRb5a8yohd4TYEDUwtIQM7MctE4wazF/g3k9Ulc6NNueGeew4bMNKtmCWZ1+brWfVu1SoSrF+q0fK0IIVCZa0f3uHYtMi5X4S7896i2ptFqHwOXE6zLNaxgzkhVznVaVDBXaFThH0xt/bLQfu8zVa4aX7ysLtCm0n/K40XrgH6DWVcWOTE+7Y2pxWKzhhfY5rOq2Ilpjy+q/X2ifdiQ+RIJmWAuz1YqmCP9IN4xNAG3V2rSNzVYcVZq1Ev/O3WsYF6Wm47OkUlMeSIb7qZHpVmgzRXZSLGYZtpgBDvUOogpjw87arRvj6EymwS+9e7NcE168LZvv4K3/s8r6BiawH++fYNmQxICVeXZ4UyxRLT8/4S/Ema9RtWoKrXSP9olze2DSm9wLdt1AEoFciwVzJ1DEyhwpmi6n4oz09A5FFsiT+vXixokRlNZc+zSENaWZGpaeb9rZQEyUi34+ests772g5cvoDAjBbeu1qb/smp1cQYsJhFxm4wT7SNwpFg0/f1X5KSjfTC6qkyV1tX+xZmpmPb60D8WWYVusK4RpYJZK6UxDI0FLve01jqpuLYsE0IgouNFHR6pdQJoc0U2SjJT8XiIdjKTbi/+eLwLN64s0LTSf3meHZlp1oj7MJ9oH0ZVnl3zJKoaP7VEEaiqw5i1XiFlMZtQ4EyNuuK/Y2hiUQ34U6kX3SLtw3yuexTTXp/mFyHCqStyRnRhKNCZrhGsLHZqHovMZUtlNg62DM5blXSgZRCrip26VrQGi3YfA5eH+9RpnHQMZDIJLM+zL2hZ80yPY52SuM5UK0qz0qJu0wJcbt+hd0JgZnl9b2xJ8HPdo7CZTZoOpwOU/bssNz2qIoi5dAxNYMrj06xAQgiB6ny7Zi0ymnvHkGY1a963VasEc2PPKITQ/rWyPM+Obg0rmNUqVC1eN2rV7UJayAS70DeGzDQrsjWuIlWGTi48wazX+012uhWZaVYN+r0rQ1kzNVrNq6ryD5xcSLtAQIk9vT6pW1ujupnhytG/Xzf1jhk2W2KVv43XqSgGGJ/sGMGaUv1XZyVkgrkiNx1THh96R6ciuv9M31QdlhsUZUS/rFmtANK6BzOgJJilvLw0dT4t/WOoyNHvQE+1mrG1Mgevng89GOnFc72wmASuXp6j2zYAyovsf9+3BSsKnSjNSsMP379Vl57PgBKQrS/PjKgy83j7MFKtJl2WgS7Ljb6VjF4XHGJNMHeNTGq+nLkkKw0Tbi+GxsO3bQnF65O4NDCh6ftITYEDQkReleTx+nCyY0TzCxKpVjPuv245njnZfcVQztOdI9jb2If3XVsJm0Xb00Gq1Yy6Iue8PdpVxy4NYW1phqb9tCpy0uHxyZj7g5tNAgVObd7H1eM8lqGxUkp0jUxqetFSnVkQba829T2nXOP3kYxUZTDksQjeV4+0DsEkgLUaB0kmk8DbNpdiz9meWR9oHz14CQNj03jv9mWaPqcQSqVkpINj9Ro+pr7vRXPRsm1wHPnOFE0T7qqizOgTzHqcTxJBbYETJgGcjvDDzkl/lftag1o8rCnJwPkeV8SFD1JKnOkcxcoi41pQAMCWZTkYnfTg3BzT4T1eH460DeGqioUP8YxGaVYa7DZzVAlm9XjQu5didYFjQQm+8z0uOFMsKHBq3yZPtaIwtp6ZXSOTGJv26l7BrCaUYv09nuseRVW+XdNB9qrleXbN2hPMVLZq+JmnpsChWfKxqdeF5Xna923NttuQnW5d8HY29ijVrVpXFy7Ps6N3QmrW57ip1wWbxaTJxWV7igXFmakLTtwGutg/pumAP5V6LMa6EtHj9SkV/jq1dhBCoCrfvuAWGed7RnU5r1RpdCGmScdBicDllSJnouxv3O+aQp9rSvNhrOFU5ztgM5tmWufNp2dkEj2jU4asbkvIBLP6wTXS0nT1yusyDZdCqEqyUtEzOhVVf5PO4Qlkp1t1KT9Xk8WtA/O/eYxOutE9MqXbG5nq2ppcnO0enXVBQEqJJ4524vraPDhTtb0KFnI7qvPwk/uvxiMf3q5rSw5A6Zt5unMUY/P0yzt+aVip5NQhKIy2Z6aUUhnOpUelf2YqumMYGNYxNKHZgD+V+njRLv3vHpnEtNenaQI+1WpGRU56xB8qznW7MOXxYZ3GCWYA+MB1y5GdbsVXnjoNj9eHaY8PX3rsBOw2M95ztbZJM9UG/wCz+SrGpj0+nO4cxQaNWx6o+zKWNhkdQ0rFsFaV5GpCN5Zk9+C4G9Men6atZNJtFuTYbVG/TtSLm3osbVcSrcPzBu+vXxjA2tJMpNu0rzC8f8dypFrM+Nae8zO3eX0S/7u3GRvKs7BNh4ulm8qzcK57/vPJ4Ng02ocmNG+5BCgrP2xmU9QzHrQe9qgqiXH1mNaVaYkgzd8y6VRHZBfrTnQMw5Fi0XTA0VzWlGTC45MRr9S5NDiB0SkPVhYb8yFMtbVSee3uvxi+TcaZrlGMT3uxeZmxCWaTSWBFkRNnuiKvRDpxaRjZ6daZ1Sh6qcl3oH1oAuPT0fWHVp3vcaGqQNtB18FWFDnR1OOK6rMacLkSU+9e4FnpNuQ5bAtIMLt0S1osz7OjdWA86t9dKHoMTKzOd6B3dArDE9EVjYTS3KdfO5TqfMeCE2fnu12o1WH7KvPs8EnEPJMkWFOvC1V5ds3iYy1+d4Eu9OqTYK4ucMA15YmqlVigtkFlxb2e7zfL8+wL+l1KKdHY49K8PQaAmdY5C70Qo/58euxjQLnosSw3PerBu+oFYqMunlvNJtQWOiJeQaYOOdbjM0SwxEww+6+IRfpBp7V/HDazSdPlw6qizFR4fRK9rsiqqQG1V6Y+AZ/aFP5i3/y/m2adr/CodtbmA8AVQ/YApT1G+9AE7tpYouvzx8M1VUrv6f0XQ/eeBpSkxMmOYazT6YVckZMeVc/MgbFpjE17dRksUJSZBo9Poj+K14mUUkkI6FDBDCDq6jf1/UbrCm9lGm1kV0GPtw8BuNznW0vOVCs+c1sdXm3qx30/3o8P/vQADrQM4j/+ZL3my6BUG8oyMTLpmXf55dkuZUm31j/3zMXKGILq9qEJTT+4q8d5LIP+1ESb1m2XSrPSol6qpmdf/43lWehzTc35O5p0e3GkdQjXVOmzQiXXkYL3bl+G3x9pn3l//+YLjWjpH8eHd1bpkiTZWJEFn8S81f5qEKlH9YHZJFCWkxbVjIe2gQndWnCpq8cirRSa9vjQ55rSZeVYIthQFtnFF0BZObW6RNvVIHNRK+pPRpgAV5edqss7jVKek4Z8ZwoOzhG3qT2at1Tqu+oulJVFTpzpGo34mD/WPox1ZVm6txmpKXBAysufKaLV1OvSPYFbV+jEtNeHi1FcIAOUSj1Am16y86nOj60SfHTSjfahCc37L6sq8+zw+GTUq5lCaep1ITPNilwNWxNo1X5i0u3FpcEJ3ZavV+XbY36NAEp1a3Ofa2ZopZbURJxWrVDOa9xWpjrfvqDK4ECTbi86hid1ucBas8CVCOr36blioqbAge6RKYxMxnZBRrmY6NWlgjnHbtOkhUdz7xgKM1J0LV6sK3RG3SJDXVVkVAUzoLSjPNkxEtFrR43RVhlwcT8xE8w5aTCbRMRLdlr6x1Hm/x6tqR/oo0kKKEkzfT7k5NptcKRYIqrI02OpUihrSjKwqjgDD+9rveIAf/xIB1IsJtyicW/XRLBlWQ6sZoHXmkK3BgGUpNnYtFeXZCEALFOr2SMMqNWlz3okBNSqsWheJyOTHoxPezV/rZTE2lvW//tZpnFLmdUlmWjqdc1bnQgoCSZnqkXzPnuq92xbhn++ey1ea+rHodZBfPa2Oty5Xr8LQJv9y4wPzFExBlweBKh1a5DizFRYTCLGCuaJmapjLeTabbCaBTpiqGCeGRyr+WslNeqhQ3r29VffK+fqw3yoZRDTXh+265RgBoAP31CNylw73vfDffjYLw/hG8814u2by/Cmtfqcy9RhhYfnGfSn9vRfo1Prg2U56RFf2Hd7fegcntBlRQygHJvj016MTEZWNdk5PAEpLw+vXGw2lmeizzWFjnnOsR6vD6c7RwxZAqlalpMOR4plpjpmPupyTj17B4cihMDWymy83jwQ9sPY3sY+lGalab6yKhKrSzIxNO6OKNE37ZU41z2K9QZUIqmJhliSKiOTbvSMTunWf1mlJl+j7cN8tnsUWelW5Dv0a9+hqvG3Gok2idbo/73rlWBWE64LXVYPqAOu7Jpe9FCPnYW2ULjYPwYp9UvuVec70OeawtB4bHM2LvaPw+2VulQwqwnmhSTAVZcHrGlYpe6vDO6JsDXqXNTjWI/+vOp7YSzteABj8jJqEjzW14ue7zdqC4+FHodKBb2+55SVxRm42DeGienIWn8ByrD6XLsN+Tq2gwq2oTwLA2PTEbXOPdE+guV5dkO6CiRkgjnFYkZ5dlrEJfQtA+O6DPgDLledRdNftnN4UrcqGiEEKnLSI6oyaup1weIf4KAnIQTefXU5TnaM4Lj/A3Dv6BR+e6gdt6wuXHQT3QFlyeqm8my81hw+wfyqf/DhtToNOFT3ayTtUoDLCVS9ejAD0V6I8VdlajyUKddug81sijqR1zowDrNJaL49G8sz4ZOXk0NzOXZJqXjXsyLpvdcsw8kv34Zj/3ArPrqrRrfnAZQPBnkO25yvE0Dpv5ydbtW87YLFbEJpdhpaI+xZr/L6JLqGJzUb8AcoS6AX0qsc0D7BXJqVjvahiag+8F7Sqc0OoFxVt5lNONgSPtH6enM/TEIZ2KWXHLsNv3rgGtQVOXGoZRB3byzBv92zVrfXZbbdhtoCx5wXLAFlaX9lbrrmg2tUy3LtEQ9Y7hiagE9q34tbdfmcEtlrVw2utR4+mSjUgZbzDcE82z2KSbdP84t1czGZBFYVOyNOMJ/qGMGy3HRDh+ipdtUVoGtkMuS2Trq9eLmxDzetKjB0+KBKvdAUydyC1lEfvD6pSzutYJW5ylL4WBLMeg/4U9UUOGAS0Q1JBJRjcVVRhiH7e0WhEyOTHnSPRJdEO9el7zDHSg0TzOd7xjQb8Kcqy1baN51faN/WmcF0+lQwqwm5xpirW0eveBwtZadbYbdqU8Hc0j8On8aJ+uoFJkUDNevQpkWV50hBrt02M2A1Wud7XMh3piAzTb8E38xA0VgTzP6fTY8LHQBQledY0NBYKaVyIUvnVSeri53wSUTVtups16jhrb/UQi519VU4UkocbhvUbVV9sIRMMAOR9+ORUqK1f0yX/svA5QrmSKshx6Y8GBib1qU/paoyL7Iqo6aeMVTkpMOqQ//fYG/dVIo0qxkPPnMWbq8PDz5zBpMeLz51ywrdnztetlfn4kT7cNi+YK829aMqz655CwiVWp0ZacWZej+9ejADQFcUSV01Ga11BbPJnyTuiHKYWsvAOEqz0jR/vcxUZc4zvMw15cGpzhFsMaD3Y4rFbMgHKiEEtlXl4rWm/jmTVodbh7Bep6W+5dnRD8Psc03B45OaJpgB5YJlLEP+uoYnYRLQvMqqNDsN49ORD8Sc8njROTKpWxIvxWLG1uXZePl8X9j7vNbcj3WlmbpfgS/ISMXvPrIDr37+JnzjXZuQYtG+JUigHTV52H9xAJPu0NUSPn9Lpm3L9avcXpabDpc/hpnPzLBHnY6F4iiHYl7yz+zQM/aKp5VFGbCZTfMmmPdfUNo/bNV5sHKwNSWZON05Mm+/fQA40jakeb/9SN20qhAmAewOaukGKEUBE24vblpVGIctU5bV2symiAadXhxW+uUa8WHRZjFhWU46GucYjhjOzJJwnZJ6qlSrGcvz7BH3ogSUC8lnu0d1GZoaykr/sunTUSQsAOWiUZrVrNt7W67dBmeqZcEJ5qHxafS5pjRPTFnMJqWvbM/Ctq9Z576tamIv0l70wdTv0yNxJoRAYbpJk4sITT3aV+Fq1QYl8DH02s8rYmidoGryV/jrqSInfUEXZBq7lSR4Vro+hQzVBXZ0j0xhNMYWHn2uaYxMenSvYF7nj1EiKQ4DLp9P6gqNbf1VV+SE3WaeN8F8aXAC3SNT2KpjcU6ghE0wq1Mw5wtW+3XsKwsAmWlWOFIsEfemUu+nxWTVcKrzHWgZGJ93Yndzn0vzK8nhZKRa8aU7V2NvYx9u/FoDHjlwCfftWK57e454urY6Fz4JvBoiGeL2+vBGcz+2V+uXDFCrM1siTJ7p2Ts1x1813BnF4AM1caBHAr44MzWm3rJ6VHfnOVJQlp2Go21zn6QOtgzC65O4WscEUjxsr8pF18hk2MC2Z2QSjT0u3V4r5TnpUfdgVgffaT08qTgzNaYWGZ3Dkyhwpmo+LDTaIYgdQ5OQUp9VEKrra/NxpmsU3SHeSwbHpnGodQg7avQd4hoP19fmYdLtw6Ew1dunu0YwPOHGtir9EoczMx4iuGg5UzGco0/SQ02mXIpw2HPboH8FyiLtwWyzmLC6JANH5kkw77s4gNKsNN0HvwVbW5qJ8WnvvNV7ncMT6BqZxEZ/RbbRcuw2bKnMwe5T3bO+9tzpHthtZlyj42tsLjaLCasi2McAcHHEhzyHzbDjXW3vEK2mXhdsZpOu5wzV2tJMnIwwGQAoFbuTbp9hvcDVwU/RVlk3drtQW+jQrae6EALL8+wLrm5Vjw89erdWF9gX3Le1qdeF0qw0XYYDA/A/tjnqNi2qxh4XyrL1275Cu4hoftN81P2sZYVwYUYK7Dbzgoe/AcqFhJLMVN1+j3VFTpzrHo3oYmogKSXO97h0X81hMZtQmZceczX4uR59Bk2q1MRwrBc71PcBPftYA0BJZipy7LaIVhQByueoSbfP8Apms0lgQ3nWvAlmdaaMUcUHCZtgrs53YMrjm3fCvdoqQq8EsxACZdlpESco2maqevQL7lcUOuH1yTl72Hi8PlzsGzdkcIXq3dsq8Hd3rIIjxYrP3LoCn17E1csAcNWybOTabXjyeOesrx27NIyxaa/uiZCqPHvEJ5HWgXHN+wurhFCW/0dTndk5PAGTAAp06FVUnp0ecWJC1do/hgqd3kc2lGfNnxi40A+LSWDzsixdtiFe1MRxuDYZr/hbyVyn02ulIicdA2PTcEXQA1ulXpzQo4K5e2Qy6sC0e2QShTokEipnEoqRzjtQ7qfX6wS4PDT2pXO9s7727OlueH0St68t1u3542VbVS4sJoG9Yaq332gemLmfXqJZpnqhzwWbxaTbCp18RwpSLKaIL35cGpxQVvUYsGIrXjaWZ+HYpeGwxQVSSuy7MICrDa5eBjBTFXOgJfwAPQA40joEANhUkaXzFoV36+pCnOkavaJabtLtxe6TXdi5Il/31Qpz2ViWiRPtw/DOc444P+jFBgMG/KlqChxo6R/HtMcX1fc19bhQmZduyOtybUkmOoYnI1qBAVzuBW7EwCMAyEy3oiQzFWeiqLIGlApmvfovqypz7QuublUvLtXqMKROLayK9vgL1Nw3pkvbBJXJJFBT4Iip0h9Q+ofrmdgrSjehfWgi7CqpSDX2aJ+oF0KguiCylevzUfazfr/HuiInxqe98+angvW6pjA66TGk8K62wBlTqxYpJc7r/H5T489LxdrCQ70IodewTpUQAutKM2dav85HrXRebfDwYkBpk3G6cxTj0+E/5+6/OICMVAtW6PD+HErCRuJVES6XUJOserXIAJQEReQfcvRrQ6CKZJhF2+AEpr0+wyuIP7izCk994np87MZaXSplE4nFbMLt64rw/OmeWS/q5093wySAa3RMBgBK0N/cNzbvhxFAGQao53EZbdVwx5A+VZmA8prtHpmKOJAamXRjcNytW5XNpvIstA9NoHeOARZvNA9gXVmmblfd46Uqz46ijFS8eHZ2whAAXm7sR3a6VbeTsrpPo6liVqsztR4YVpKVCrdXom8suh6MncOTM4M0tVSekw4hEHFVi3q+1WvpIaB82M9zpGBv4+xE61PHO1GWnYa1pcYHcHpzpFiwqSILextDv07euNCP8hx9K1PLstORYjFF9AG5qXcMVXl2XYYrA8qH9fIoYq+2gfFF239ZtaMmDxNub9ge5c19Y+hzTcclwVyRk448R8q8A10Ptw3BZjYZ1pYglLs2liDFYsK39zTN3PZ/By+hzzWN916zLG7bBSgttcamvXNWa3aPTKJrXOoeXwZaUeiExyej7p1pRMWeSh1+erIjsoTA6c4RWPxJQaOsLM6Ianl9n2sKvaNTug/EXJ5nX3DysbHbhVSrSZdzVE2BA16fjGj+UChSSjT1uHT/TFxb4IypRYbH60Nz35iuib1Cu/JZK9K2iuE09riwQo8q9XzHgnswK/159b2QoO6jaNtknNehtUg41QUOtA2MR/167hiexNi0V9f3xGW5dljNIuZe5c29LqRY9HmfCba+LBONPa6IBv0dbRuCzWJCXZGxFcwAsHlZFrw+OWch274LA9hSmaPbSphgCZtgVnvUzDdpsrFHWX6l15A/QPkQfmkwskFIbYMTSLOakavTEB5ACQQsJjFngvlMnKZ0LzV3ri/BhNuL50/3zNzm9vrw6MFL2FVXgBwdjwNACbqmPb55q3Un3V50jUzqukyxLDs94lYygLKkWa/l1RW50S3913MAIgBs8jfh33chdHXXpNuLo5eG4pIY0JsQAm9aW4SGc72zem5JKfHK+T5cW5On20kv2jYQyn3HkGu3aT6gtChD7VUeXR/mLp0Gx6ZazSjOSI34Q1tznwsZqRZdz29CCNTX5WPPmZ4rqs5HJt14+Xwfbl9bFJcBXEa4aVUhTrSP4GJQJdmk24tXm/pxbZW+K2LMJoHqfEdEE9KVXoL6flBSLu5H3p5ssfZfVm2vVqrcXzo3d5V7PM4jQghsrcyOqIJ5dUlGXKuEC5ypeO81y/C7w5fQ1OvClMeL7zY04apl2bq2NYuEWtm9f45E/ev+1UBGJpjVNhJnOiNPqoxPe9AyMI4agyqm1pQo/ahPtEdWIXy6cwQ1BQ5Dj8WVRU6c73FFXImrVs+t1bnXdlW+HVIuLPl4vle5mKBHLLfQHr09o1MYm/bqmngElPYgPaNTGI5wroWqbXAC0x6from9onRlv1xYwIA1r0+iqdeFWh1yC9X5diXBGcVqw2C9o1NwTXl0rW5Vk+vRtkJR3ztXGpCArClwwCfnz6EFUwf86Xmhw+rvqR7roMSmXqX9qxGJ0rWlmfD6ZES9/Y+0DWFtSYYhc8+Cba3MgdUswhZy9bum0NQ7putw9GAJm2DOsduQmWad92RyrnsUVfl2XZdflWenYcLtRZ9r/mVXbQPjKMtO0/UDsM2ivDjPdoX/3ZzoGIbZJOJyJWUp2VqZg6KMVPzs9ZaZCxAvnOlBz+gU3nV1he7PH+m02KaZnkX6nXTLc9LQPTo5b29w1aUB/SqqZ5KKEQbL6v30SjBvKMuEM9USctk/oHxgdHuNrUgy0p3rizHt8V1xIQYATnWOoGtkUrf2GEBsFcytOh2basuNaAZQjk664Zry6JJgBpRqgkhbZFzwLz3UO8H7nm0VGJ3y4DcHL83c9ss3WuH2Sty5vkTX546nuzeWQgjgt4fbr7j9+dM9GJ304C0b9P/ZVxTO32t10u1F28C47j3wKvz90+e7uD/p9qJndErXFTqJwJFiwVXLsvFimPPIs6e6UJqVpvvS0XCuWpaNtoGJkP3TAWDa48Ox9qG49V8O9OH6aqRazfiz77+Bt3/nVbQPTeATN9XG/eLV8jw7ijNT8fL50PsYAF5vHkCaBYZWgVfl22Ezm2baSkTibNcopLxcWay3zHQryrLTcCKCCmYpJY63jxi+nHllcQY8/iRdJE5cUhPM+m6nFkPWznePokani45qYjjmZfUGVY/OJB+jbJOhJtv0SNyq1Arm5gW0Qmn1tynRIxGu7puFtGpR2yfoGZs4U60ozUqLuoL5dOcIcu025OvQFjKYmsQ+2x1dOx61+l7PVi2AcpxHUsgQit6tbgKtL1Mu7B2fZ/Cu2+vDiY5hbCw3LoEbyJlqxdXLc/DCmZ6QX3/ef7vagtAICZtgFkKgOt8+bwl9Y7dL9yRqNNWQlwYnDPmQs6LIOecy1hPtI6gtcCz6NhXxZjYJfPTGGuy7MICnTnTB7fXh+3ubUZiRgl11+r+Qa/KVY3++oOu8jr3RVOXZ6ZASaI+ginnK40XnyKRuS5rVljnRDEAE9OstazGbcH1tHl481xsyWfLMyW7YbWZsX6QJ5s0V2SjKSMUTx67sV/7wvlbYLCbcvrZIt+fOTLciI9USVQVzS/+4Ln391YFMnVEM+lOTNXoNc6rMs0dctdTsb4ugt00V2dhUkYUfvXIBPp/EyKQb32lowg0r8rEhAZJTeinKTMWO6jz87vClK94nfnf4EgozUgyprqwtdKJ9aGLOnuUX+8fgk9B9Gnp5TjpcUx4MzlMNpvZC1GtFTCLZuSIfpztH0DN6ZRJ3eEKp8L9jXfwq/LdUKpXT6jCZYPsvDmDS7UuIIZ15jhQ8/MFrkJlmRWv/OL77Z5uxc4VxH77CEULgupo8vHK+P2zrszea+7Ei26xbe5pQrGYTagocEVVyqdT7GpnEXVuSOdMLcy6XBifQ55rCpmXGJgRW+T+vnuqI7Pd4rH0YVfl2OFOtem7WTMIm1hYFo5NudAxP6pYgTbdZUJqVFvOyejVxrnsFs/8zVtSDHP0/l54VzGkWgcKMFDT1xJ7A1bPCVU0KL+Qih9rCR88ezIDSyi2ai22AMqh5VXGGIefn5XnKBcFoVpwAQGPPKPIcKcjWefX1igIn2gbHI2o9EWjK4y9uMKj9a1FGKkoyU+dcUQQoxa6Tbh82lOu70mQuu+oK0NjjCllM9cwJpfjAqIu9QAInmAFlSdbpzpGw1Sujk260D03oPvxATYJFMjSsbXDckGWaKwqcaB0I/eKUUuJE+7DuS6pI8e6rK7CyyIkvPXYC7/vhPuy/OIjP3FpnyFCTzHQr8hwpESWYzSaByjx9W8kAylKv+XQMTUJK/XqVZ6db4UixRFy1erF/HNnpVmToGMTvrM1H18jkrADZ55N49lQ36usKFu0FIZNJ4K6NJWg42zPTW9I15cHvDrXjzvXFyErXN5iJpper2+tDx9CELtXsOXYbbBZTVC0yOv33LdShBzOgDPrrH5vGyOTcSbzxaQ86hycNqxz4i+uqcLF/HJ965Ag+/esjGJ5w47O31Rny3PF0z+ZStA1M4NlT3QCAnpFJNJztxd0bSw1JKEWyKkb9gKp379JI29uo7/Nli7wHM6B8iACAPwZdrHvuVDfcXok71sVvAObakgxkpVvDVtE0nO2BzWzCtXFuQ6HaUJ6FJz9+Pd74ws14UwINDr1+RT6GJ9whhwu1D02guW8MK3OMjxVWRdk/+FTHCJypFkNb12yqyEJL//ic8y4A4FCrkjDYZPAFy6p8B+w2M47OUxGnOtE+jHUGfJZTE7jnY0zuqZWjep4T6oqcUSduVU29Y0i3mWfalOmlLDsNzlRL1MnHc92jKMlM1bwtW7Dq/IUN0tMzEb4sNx0mEftFDkApgki1mnSZWRJobWkmmnpdEbfz8Hh9ONftMmygqHpB8HSUr5dz3S7dq5cBpZWMlNFfTGjpHzekuEElhMC2qly8caF/zpV0R9uUc3U8V2fduFKJDfecvTL+ck15sLexD28yuL1gQieY15ZmYnTSMzNwKdjlibX6vhjUDy3zJauGx90YnfQYMmimrkh5cZ4N0cOme2QK/WPTWBvHISpLidkk8F/3bkR1gQOvNffjM7euwDu2lBv2/DUF9nmDwsZuF5blpuvaa06tHoskqduqc89jIQQqctIj7i3b1Kv/IBq1Oqoh6M3/cNsg+lxTuHVNoa7PH28fvL4KqVYz/u2PZwAAP3n1IsamvXjPNv2HKkUzqLV9cAI+qc+xKYRQhmFGk2D2t9MoydTnQ7pa7T9fOxm1l5velSGqO9YV4TO3rsDvj3TgpcY+/O3tK5fERdM3ry9GXaETX/r9CQyOTePTjxyF2SQMabkEXK5Mmqs/3kw1WF5iJZgX+5A/QGmLsKE8Cz99rQW+gArXPxzrQGlWWlw/4FjMJty4sgDPn+6Bxzu7x+yes73YVpUDu85JlGiYTQJptsS6sLvDn4DfG6IVyhNHOwAAVxXGI8HsRO/oFPpckQ2pPdWptKAw8kOtWkV/cJ5e4Idbh5BmNRvSDzWQ2SSwvixrzmFMqt7RKXQOTxqSYAaUCtJYk4/nDfg8vqLQiebeMbhDvLfMR+nbatf9WBRCYHVxRlSV/gBwsmPEkJY3Nf59HMlMqVAau0dRmpWmSyI8xWJGRU76zMWKWDT3urA8T//+vGtLMiElIr6Q0Nw3hmmPb6aXvRFWFjtn5nFFwuP14Yy/ylpvsfaxVi8+6B17Btq2PAd9ruk53xsPtAwgO92q65yr+VTlO1BT4MCjB69cAfn86W5Me314k44rhUNJ6ASzWsodrp+WEc3IASDNZka+M2X+Dzn+CmcjlmmqfV5CTRNXJygvhQ/jiWJVcQYe+dB2nPqnN+FjN9Ya+tw1BUrPzLkChsaeUd0vxBQ6U2Ezm2ZeB3OZSQjo+FqJJqloxHTpkqw0rC/LxK/3t12RGPjd4XZYzQK7/FcfF6t8Zwo+sqsaz53uxnt/8AYefOYsbl1diM3+oUZ6qshJx6WBibBLjgPpffGjODMVnUORt8i4NDgOkwCKs/RqkaH8nPP1YVb79hlVwSyEwMdurMVv/nI79nymHh++odqQ5423FIsZD75jPfpc09j8L8/i5fN9+Ke71mC5QX11y7PTYLOY5lyKfL7HhdKsNN0Tc5FetGzqHYPdZkZhhv69DRPB+69dhua+Mbx8Xhn2t//iABrO9uKdW8rj3kP41tVFGJ5wY19Qm4y2gXGc73HhhgRoQ5Hoch0p2FCWiSePd86K6x4/2oEN5VkoSDf+41s0g/68PokznaOG9okGgHWlmUixmLDvwtxLmg+1DmJ9WaYhKw2DbSjPwunOEUy6514errb6MCzBnG9HU8/YFfFppBp7RmEzm3RNsNQVOTDt9UVcOBKouXfMsGX1q0sycKZzNKJ4E1BWhzX3umaGVOqpOt+B0UnPvBX+4TT26FuMs9AK66ZeY/rzqvmVSNrxAJcT0UYmmFcVZaBndAr9EV4QbO4bw6Tbp3u/d0ApbLGaRdQtb850jcIk9F89F0idjfR6c+iLllJKvNyoDKuPd/x1/47lOHZpGK/5BwH7fBLffbEZFTnp2FxhbDuohE4wryh0wmwSMwnTYOe6XUixmAzpeVyenRa2klqlfkA3YnuKMlNRnpOG/RdmH/DHLg1DCGPfyEgRj0qYukInRic9Yasipz0+XOwf17X/MqC0QSjNTsOleV4ngHIxxmY2odCp3zKmZbnpaBucmDdYHhybRv/YtCHB5/07lqOpd2xmSFPn8AQe2X8Jf3JVma7tORLFB65bjgd2VuF4+zBuWJGP//enmww5IVfnKx9MImlzpPbtVit7tVacmTbT9iISlwYnUJyZpttk4mU5dgiBefvyNfe6IARQqdPvJZyrluWgNGvx99YNtL4sCz/7wNX4aH0N/vVta3HvVuNWxFjMJtQVOnH8UvgPTnp/yFSl2yzIc6TMm1Bo6nWhukD/4ZOJ4o51xch3puAfHz+JM10j+PIfTqEoIxUf3Lk83puGnSvykGIxYffJ7itu/8MxpfL2xkV+IVUr926twJmu0SuKSJp6XTjZMYK7DBj2GYr6mSKSIXoX+8cw4fYaPkTPZjFhY3kWDsxRwTzp9uJUxwg2G9x/WbWxPAtur5y3yvVAywAsJmFYsVBNgQMTbi+6wgzpnMv5bqVCWM+E/eX+xtElpSamvWgfmjAuwVycgQm3N+Lhyac7R+EzaBim+juIpRWK1ydxvkffFgrVBQ40946FXAEznymPF5cGx1FtwMX4wowU5DlScLw9sgrhU50jsJqFYccgcPn9OtK2MkZe0LKaTajKc0Td8uZM1wgq8+yG5lqW5aajMCMFb4TItwFKJ4Ge0SncYOAAvXDu2VyKPEcKvrXnPLw+iT8c68DpzhH89a0rDJ3ZAESZYBZCZAohnhJC7BZC/E4IYfPf/gMhxGtCiC9quXGpVjNqCxw4GWYYwon2YdQVOQ35pVXm2eedbHq+R/kAbtQbyNZlOTjQMjCrwuHVpj6sKclIqGWIpJ91ZVkAwk85vdg/Bq9PorZQ/+OyLDst4grmsuw0XZcxleekY9rjmzdYVodCVBfoH5S8eX0xijJS8c0XGjHp9uIbzzbCJyU+Ul+j+3MnghSLGV+4YxUOffEW/Pi+rYb1nFb3bSSVEa39Y7BZTCjQadJzcWYqukcmI65uuTQ4gVIde1im2ZRlifNNmz7f40JZdtqi7ROeaK6tzsNnbqvDe7YtMzxxuqE8E8fbh0MeoxPTXpzrHjWsqm55Xvq8sZdRwycTRYrFjG+/ZzO6Rybxpm/sxfH2YXzxzlVIt8U/5ku3WXDz6kL85uAlDI1PA1A++P/4lYu4vjbPsBY7ye6tG0vgSLHg56+3zNz2g5cvwGwSeHOc+mzn2G2oyEnHkdahee+rJiuMrmAGgK2VOTjZMRK2P+rBlkF4fBJXGVzRpdrkX7U13+/x9eYBrCvLNOyz3EzyMYYeuI09rpkhbXqpKXDAJEK3hpzLeQMG6AVSj/lIBzmeMnDVsfo7iKXP8aXBcUx5fLquGl9R6FSq1KMYyq1S+/MacY4RQmBtaUbYAshgxy8p+Sqbxbi6zpX+fs+Rtms50T6CVKvJsHP06pKMiF8jqjNdo1hVZOw5RQiBHdV52NvYG7I9z0v+grHrV8R/eHGq1YyP7qrGK+f78SfffRVf+O1xrCrOwFvWG39ROtoj/T0Avi6lvBVAF4A3CSHuAWCWUm4HUCWE0LQ/wJqSTJwIcYVo2uPDkbYhbFmWo+XThVVT4EDXyOScg5CaescM/QC+1d8XJvDD1/CEG4dah1C/glUiS8XKIicsJoFjYSrO1B5HRgRXkQ5TaxuY0L3Sf2Yq9jxJxZmBVfn69+Kzmk3461tX4FDrELb92/P49YE2/Nk1ywxZ9ZBITCZhaNIsmg9OrQPjqMhJ1+3iR1l2Ojw+ie4Iq4QuGTA4tq7QOe/wplOdI4YHdhQfG8uz4ZryhHzvPNmhJJ43GNTrt7bQiXPd4VtAjU97DK1OSxRbK3Pwiw9eg4/uqsYzn9yJO+PwASKcj99YC9e0B999sRkA8PsjHegZncIHr6+K85YlD3uKBW/fXIonj3fi1aY+HG4dxMP7WvH+aytRlKnvAKu5bK7IwqHWwXl7uB5sGYTdZkadzi0MQ7l6eQ68Pol9YSrO9pxRhk1uj9OwycKMVBRlpOLwHH2YJ6a9OHZpCNuWG7eNkQx4DWXS7UXb4LjubfhSrWZU5tpxLsqqx9NdSg7BqH7btQVOWM0i4sTeyY4RZKdbUWzA67owIwV2mzmmPsfnuv2Jeh2LldTevHPNgAhHHSBuVBu3daWZaOxxYWJ67lY3Xp/E0bYhw1sU5DlSUOBMibiNx4mOYawuzjCs0nV1cQa6RiYjbuExNuVBS/+44X3zAeD2dcUYGnfPtCUL9NK5PtQWOFCs05ycaN23Yzn++a1rcKJ9GNfX5uOh916le0/yUKK6LCql/HbAP/MB9AB4N4BH/LftBnAdgMbg7xVCPADgAQDIz89HQ0NDRM+ZOuFGn2sajz71AvLSLufDzw95MeXxIW2sAw0NoSdWa2mqR7kS/sjTL6EmK3QC+WjzBLJTRMQ/20JJl3Il5WfPvIYbypTl9fu7PPD6JDLGL6GhoXOub09ILpfLsN/fYlLqEHjx+AVcndo162tPnJmGRQAdZw6h95y+bzKewWkMjbvx1HN7kGYJ/1zNPWPIL7JEta+jPTZGppQPQE+9cgTe9vDtJ144Mw2LCTh/7A00G5D0zAfwic0p+M25abx1tQ07nT1oaJg9zIciF8mxkWEDXj52Hit8bXPe73jLOArTTbq9Dw32KcHo4y+8ipU5c1+M9PgkOocn4R3u0fV9MXVqGhd63dj9/B7YzLNfA1MeiQu941ifOZ107888p0Rv2h9b/PrZ13F92ZXvnc9cVC6yj7WdREPPad23RQy7MTzhxu+f2YOs1Nk1ES0jyutpsrcFDQ3tum9PItlYnhXXoX7h1BU58dYNJfjhKxcw5fHiV/vasLY0A9fXxr/CJ5l86pYVeLWpH/f/eD8AZc7Fp25ZEddt2lSRjceOdKBzeBIlc7QuOtgyiI0VWXHpcXz18hw4UizYfaor5GyLF872xH3Y5DVVOdjb2AefT4b88H+odRBur8S2KmOKqAAg125Djt0W/eCtXhekhO5t+AClwjXaCuYznaNItZp0a3sWzGYxoabAGVVib21ppiFFF0IIVPvn9kSrsUf/YqWaAgeEUNqgvGltdN/bZPAg6g1lWUry+NLQTJ/eUM51j2Js2juzcsFIG8sjGyjqkxKnOkZwz+ZS/TfKT20Jc6pzBNdH0F5CLYKJR/vXnSvy4Ey14ImjndhVd/mc0ueawhsX+vH+aysN36a5vHd7Jd51dYVurRUjMefZVQjxPQB1ATe9IKX8shBiO4BsKeXrQogPAlCj+gEAm0M9lpTyIQAPAUBdXZ2sr6+PaANLu0fxi9MvwZ1bg/qAKepnX2wCcAbvf/P1yNdpKXOgyr4x/PehBmSUrUD9ltn9EH0+iZ7nn8atGypQX79a9+0BlMbi3zj6PC66M/AP9VcDAJ569BicqZ24/65dcQnsFqqhoQGRHht02fb+Y3jqRBduuOGGWUHK/5x+FevLJW65cYfu2zGZ14VHzh1ESd2msBVu/a4pjD39HK5dX4v6KCqaoj02pJT4hzeehcwoRH39+rD3+9nF/agpmMCNu3ZG/NgLVQ/gU4Y92+IXybGx8uxrGPdJ1NdfG/Y+bq8PPbufxlu3VKK+fqXGW6mo6h/Hgwf2IKci9LkkUGv/OOTuPdixadW8912IsZxOPN50CCUrN4dcpnmodRDyuVdxx/b1qF9j7CTiheI5JXo+n8RXDuzGhL0I9fXrrvjabx4+jNKsQdx9242GbIv1fB9+ceYN5FWvx3UhEpSPH+0AXj2Mu+q3oS4OlS0U2hfevAojkx786JWL2FCehf/986uWTI9srWSl2/DTD1yNL/z2OJbl2vHubRVwxLn1nZokOdQ6GDbBPDblwenOEXxsV3xaf6Vazaivy8fuk934l7vlFRV5Lf1jaO4dw3uvWRaXbVPtXJGPx4504FTnSMhz7uvN/TCbBLYY2CdaCIGVRU6cjrJCWE1WGtGGb2WxE8+c6sLYlCfiCwRnukZQV2hMO03VxvIsPHGsI+wFBNWUx4tzXS7cd12lYdtWU+DAy42zKzHnc77bheLMVF3nxaTbLCjPTse5nlgqmMdQmJFi2Hvk1socCAHsvzAwZ4L5UKvSR9/oCmZAuSC4+1Q3BsemkW23hb1f95iEa8qDtQYMmlSpieJTHZEmmP0rEYqNj/NSLGbcuroIu092YdK9dqZTwa/2tcLtlbh3a8U8j2C8eCaXgXlaZEgpPySlrA/482UhRA6AbwK43383FwA1ynDM95jRqilwoCQzFQ1nr6xS3n9xEMvz7IYklwFl6b/NYgp71a99aAKTbp/uPagCCSHwp1dXYM/ZXlzoG8PopBvPnu7G9bV5SZlcptitK8vE8IR71iDKaY8Px9qHDTuxRbLE7nIwqu9JQgiB2kInGrvnvlJ/vte15JZXL0XV+Q6c7w2/1B5Qerh5fFLXpZ7FWakwmwRa++dvJaMOJdS9RUaROjwndFCv9kmLRz9NMp7JJLChLAtHQ1S+HGkbxIZy4z6EqEmLcFV1TT0umIQyiIUSR4EzFT98/1bs/tROPPKha1Cg40Dfxaw4Mw0/uu9q/ONda3TtfRqpVcUZSLGYcHiO/sFH24bgk4jbED0AeNPaIvSPTV8xJBEAnjutfJaM97BJNaGiDnwO9lJjH9aWZsJp8PDnuiInznWNzjscO1BjtwtmkzBkAPDakkxIeTnZNB8pJU53jmClwe29rlqWjdFJz7zD9I5fGsa012doP/CVRU70jE5hcGw6qu871zNqSKvFFYXOqNugAMZ/lstMt6Ku0Il9F8MPFAWAw61DM/3rjaaucDoSZkaT6tyQshLMyPfsbLsNJZmpEbeSOdM5CmeKJW5Dv99+VSlGpzz4yasXAQAerw8/f70V19fmGdbfPZlEO+TPBuD/AHxeSqlOnjgIpS0GAGwAcFGzrVOeEzfU5eOV8/0zzbW9PokDLQPYWmncC8FsEqjKs4ftC6SeRIxOVL3nmgpYzQIPvdSM/3q2EYPj0/jQzmpDt4Hib31pFgDgcNuVwfTJjmFMe3yGnTSW5abDYhJzBlWNBg7cqC1w4Fz3aNik4uikGy3946x8WwJqChwYGndjYI6g+ry/akLPpZ5WswklWakR9Sq/NKhcMCrP1jcwrcxVLqCGW3p6qnMEGanxC+zIeJuXZeN058gV/fH6XFNoG5jABv9gWSPkO1KQlW6dWZ4brKnXhfKcdA6fTFArCp1IsXDfLBZWswnryzJxYI6kysGWQQihVM/FS31dAWwWE353+HLbHK9P4uevt2B9WaZh7RLCyXemYE1JRsgEc9vAOI62DeFNcVgttKooAxNub0TxiepU5wiq8+2GDDBTq71DzWYKpXd0CoPjbsOrHjerlf5BFziC7b+ofP0qAxN7arJ9vrkbgXw+ifM9LoPaoDhwoW8M057ZA9XC8fkkznWNGv5ZbmtlDg61DMITYvib6lDrIDZXZMVlBc/6skyYBOa8IAgA5wZ8yLXbUG1Q/2pVNIP+TnQMY1VxRtxWQl1bnYebVxXg/z3fiLaBcXx19zl0jUzifdsr47I9iS7as8EHoLTA+DshRIMQ4l4AjwF4rxDi6wDeCeBJbTcRuGFFPlxTnpkr0c+f7sbQuPuKPihGqC10hk2cNRk8pVZV4EzF2zaV4uF9rfjhKxfwrq3lhg3focSxqtiJrHTrrGD1kP+kYlTwYjWbUJlnn7eCOd1mRokBAy1WFDoxMulB72joIQKnO5UAa50B05spvtTAaa5jU612ry7QN8iqiHAY5qXBcZgEdB/qZDGbUFvgwOkwlQSnOkawuiR+gR0Z77Y1hfBJYPep7pnbdp9U/r6jxrheukIIrChwzgwYCnaqYyQhKjuJlorravJxrH047HCml8/3oa7Qicw0Y6tvAzlSLHjnljL834G2mdVCz57qwoW+sYQpwrlhRT4OtQzO+j0+cUyZn3Pn+mLDt0lN0EWTfDzZMYw1Bi2tL8xIQZ7DFnF/Y7Xdh9EVzMvz7MhOt86qoA924OIAqvPtyHUYsxobuDzsMNIqcEApdph0+2aG8OmprsgJj0/iQl/kgwhbB8Yx4fYaPoh66/IcjE17w1bhdg1Porl3DFsqjeulHsieYsGKQue8fZjPDXqxpTLb8Bh/dUkmmnpdGJvyzHm/KY8XJ9tH4tLHOtDf37kGHp/EDQ/uwXdfbMKfXl2Bm1bFdzVMoooqwSyl/I6UMjugZcavpZQjUFqKvg5gl5Qysnf9KOyoyUO6zYwfvnwBAPDjVy+iODMVt6wu1Pqp5lST78ClwYmQE0Mbu13ITrciZ44eN3r557vX4n/evQkP7KzC596kT99QSmwWswm76gqw50zPFVdSD1wcQGlWGgozjFueWpPvmLngEkpTr8s/yEH/E5na6iBccuK4P0hdU8ql/4tdJB+cGntcKMtOQ7pN3x5uFTl2tEWQYG4bnEBxZpohvbTWl2XiSNsQvEFLY6c9PpzpGsHqYl6EWUpWF2egMjcdfzx+eVjw74+0ozrfPjOcxSi1haFXogyPu9HcN5aQg+6IFqsbVxZASqDh7Ozq28GxaRxoGcTNq4z9fBbKx2+shcUs8K9/PIVLg+P42u5zWJabjjetTYw5AvdsLoXHJ/Gr/VcOHn7iWAc2lGehPA5L6lcUOiFE5MnH3tEpdI9MGXZOEEJgTUkmTkRY9aheNF9pcGWrEAKbK7JxsDV8gtnnkzjQMoitBicf850pyLHbwrZEC0VNoBpRIaw+R7iCh1DU49XoCuZty5V992pTf8ivq+1djS6IDLR5WTYOtwzOdAEI1j0yid4JafhxCCiV/j6JeRPgpzpGMO31xT3BXJGbjic/fj0e2FmNj99Ui3+9ey0Lb8LQ5FOrlHJQSvmIlLJLi8cL5ky14mM31mD3qW7865On8GpTP967fZnhfYbripyQEiGvVB1pG8J6A5eNBkqxmHHn+hJ84Y5VyEo3PsFNieHmVYUYHHfPVC0PT7jxwpke3FA3f/N8LdUUONAyMB52edP5HhdqDGolo/Z5Dte/82T7MAozUtgfcgkoykhFrt02c1EhlMYel679l1UVOenoH5uGa56r9hf6xgzr23ZNVS5GJz2zgvrDrYOYdPsMnWZP8SeEwO3rivFqUz8Gx6bROTyBfRcHcNeGUsMD6jUlmRid9MyqaFL7Cm5igpnIMGtKMpDvTMGeoNk4ALDnbA+8Pml4AVAoBRmp+Gh9DZ452Y3r/mMPLg1O4MtvXWvosLe51BQ4cV1NHn7+estMYcjrzf042TGCuzaUxGWb0mxmVObaI04+nuzwF2kYOBxsbWkGGrtHMeWZXewV7EjrECpy0ucccKaXzcuy0dw7hr4wlf7ne10YnnAb2h4DUM7tdYXOqKvUzSYxM5hNT9X5DtgsppljKxJnukYhBAxfzVSYkYo1JRl45mTo9Neesz0oyUw1pPI7nJ21eRid8oRtk7HvgtLuaNvy8IMK9bKpIhtCYN5Kf3XbN5bHr+2SqqbAgb+9fSU+fcuKOQd4LnVJMwnuA9ctR1WeHf+79wJqCxz40zhMbNy8LAsAcLDlyt5jI5NunOsZjcuEUCLVzhV5sJoFnj2lnOgeP9qBKY8P79pabuh21BQ44PVJXOyfvbxpdNKNzuFJw4Zh5jlsyHem4FiYAQfH24cNnZpL8SOEwNrSzLBLK70+iaZel+7DJwHMJI3nqmKWUqK514Uqg3qiqVOwXwuqxHjlfB9MAthebXzwSfF114YSeH0SX/r9CXxt9zlICdy10fjEx9X+KqE3LlwZex1uVXq9rk/ABLMQolAIsTfoth8IIV4TQnwxXttFtFAmk8Cuuny8dK53VlXcc6e7UeBMSZi2Y391Uy1+8Rfb8NaNJXj0L7fjhhXGFlzM533XVqJzeBI/fvUiPF4f/uH3J1GWnYb3bDP+M65qVbETJyJM7p2MwwDgtSWZ8PgkznTOnyA90jYUtxUu6rG258zsCzEA8HJjH4D4JPZWFjtxrjvyYY4n2odRW+AwZNaB1WzCyiLnzLEViTOdo6jMtSPNZny//9vXFuFw6xA6hyeuuH3K48XLjX3YtbIgrlWu19bkwWISePFc6OPwpXO9SLMor3ujZaZZsaLAiQPzJJiPtA2hODNV93aBpJ2kSTCnWMz45QevwZMfvw67P7UzLlcjC5ypqMxNn2nKrzrSOgQpLyegieLBmWrFjSsL8Is3WtHU68Kv9rViVXGG4YG+2oc8VK/bpt6xK+6jNyEEtizLDnnyGp/2oKnXNTM0hBa/daWZaOxxYdI9u/KlqdeFaY/PkAoINcHc0h8+wdw/No2RSQ+qDKr2L8xIRVWeHa83X5lgfvl8HzaUZyHD4Gn2FH+rijPwt7evxBPHOvHowUv4SH01lucZPxyrOt+OPIdtptJGdaRtCCsKnHCk6NvSJlpCiGwAPwFgD7jtHgBmKeV2AFVCiNp4bR/RQt22pggjkx48feJy5d7wuBsNZ3tx06rChKrs2lGTh/9+1yZDq2wjdePKAty8qgD/8uRp3PqNl3C2exRffPPquA4tXV+WhbaBiTkHIqtOdgyjIifd0H7b6pyhQ3O0nwCU/rddI5NxSzCvKclAYUYKXgiTYH7mZBdWFDpQkWt8K5SVRU6MT0c+zPFEx4ihr581JRk42TESdkB7sLPdo4a3QVG9aa3SK/2ZE1dWMb/W1I+xaW9c22MAQEaqFZuXZYdsaeT2+vDs6W5sLDAb3hVAdVWl0sIjuD1foMNtg3Fvj0HRSayofB5FCXD1YktlDl440wMp5cwVqUP+Khr2AaR4+8e71uC2/3oJb/rGS3B7Jb5yzzrDr5xW5ztgNgmc6hjBHeuuHFKiLnkyMhC4alk2njrRhe6RySt6UZ/sGIFPggnmJWRtaSa8PonTnSOzJtyr0743GxDELMtTPlA094XvVd7svxhjVAUzAGyrysUTRzvg9UmYTQIjk24cvTSMj9QnxlAkMt6HdlbBLATynDa8bVNZXLZBCIGrl+fgjeb+mdhLSokjbUO4bXVi9FMN4gVwL4DfB9xWD+AR/993A7gOQGPwNwohHgDwAADk5+ejoaFBz+2kJOVyueJ6bAgpUWQX+OqTR+EYOAshBH7bOI3xaS9WW3t53Ebh3nKJkUEzBiYncN9aG1J6T6Oh4UzMj7fgY2NAuQD/sz++hA35c6cJDjSNo8JpMnx/56YKPLnvLJa7W8Le50CX0oLM19eMhobw99PTqgwv9pzuwrMv7IE14KLLyLTEvgvjuLPaatjvLvC4mBxR9vGvnn0N1xTPvY8HJ33oHZ1C6niPYdtqdbkxPOHGo0/tQX763InPKY/Exb5xbMiajtv7TolD4KcvncGy6Yszn7m/dmASGTbA13kKDT2n47JdqgrrNB694MZjT7+ArNTLv88TfV4MjbuxbpmM2+/OPu7G6JQHv3xyD8qds/f14KQPbQMTuDbfy/NKEkmqBHMi2FqZjUcPXkJz3xiq/ZVlh1qHUFfohJMVXhRnxZlp+No7N+J/9pzHh3dWxWWYSZrNjFXFzpA9lQ5eHESew2ZYX1kAM9N7D1wcxJsDpnLvPdcLk1Be07Q0rCtTLiacaB+elWA+2DKI7HSrIRWaGalWFGemojHM8EkAaO5VvmZUv3IAuL42Dw/va0XD2R7ctKoQz53qhtcnsaMmz7BtoMQihMAHd1bFezOwbXku/ni8C5cGJ1Cek44jbUMYGndjSwK8fwshvgegLuCmF6SUXw66uGsH0O7/+wCAzaEeS0r5EICHAKCurk7W19drvr2U/BoaGhDvY+NTjlZ87jfHMZZbh6uX5+Cv9ryI29cW4b1vuSqu25WMbrlRu8da6LGxdcqD/9z/DHxZFaivXxH2fr2jU+h5+jncf0Mt6m8w9iL0zu4j2NvYhxtuuCFsEc1rT52G1XwBf/bm+rhVhHsLu9HwkwOwla29oj3LI/vbIHEMH7pjm2FFLoHHhdvrw1f2PwO3swT19avn/L7nT3cDOIC7668ybBBcZusgfnrqVTgrVqN+ns+x+y4MQD73Gt6yYwPq4zRc9COpLfjiYyfgKVyNW1YX4kzXCI4/vRefuXUFbr0x/ouVylaP4tGvv4SO1ArcXV8zc/szvz2OdFs7tpSlxO18Uj0wjv89vgfT2ctRf93yWV//1b5WAMdx/+3XGD7EkWKXNC0yEoWarFKXak66vTjUMjgrWUEUL7esLsTvP7oDt68rjlvfpy3LcnCkbWhWf74DLYO4alm2odu1piQDqVYT9l+8cnn1nrO92FyRzcGYS0hJpjLo7+il2f0FD7Yae2zWFjrDDp8EgOa+MdgsJpRkpRmyPYDy3lGWnYZvvnAeHq8P33zhPFYWOXF1HKZLEwVSe4Srw3R+vb8NaVZzXC6iBpNSfkhKWR/w58sh7uYCoL6YHWD8TUnu7k2lWFWcgY8/fBg3f+1FTHl8+OTN4ROSlBzsKRasKHTiaJjZJSp1HpFRScdAWytz0OeawsU52owdbh3C6uKMuLYb2VGTh6x0K3722pUV1L89fAmlWWlYY2Dv6kBWswlrSzJxpG1o3vsebx+GEDBkwJ9qVXEGzCYR0aC/I21KMdOGOK4iv3drOary7fj3p07jfI8Lf//7k0i3mfFn1yyL2zYFUgeK/vTVlpnP5YNj03jiWAduXlUImzl+LY3Kc9KxotCB5051h/x6IgxKpOgxwI1SVZ4dy3LT8av9bZBS4vdH2uGa8uCtcRh8Q5SorlqWjQm3F6c7Lw9p6BmdROvAOLYsMzYYtZpN2FiedcWAqJ7RSRxvH8aulfHtjUXGUpfav9zYd0Vvt8GxaTT3jmGzgdO8VxQ4cL7HFbbvWFOPC8tz7YZOvLeaTfjwDdU40jaE+368Hxf6xjgpmRLCikIHti3PwXdfbEbv6BQeP9qBt2woTqaVYwehtMUAgA0ALsZvU4gWLsVixqMf3o63bSrDhvIsPPHx61hhtkhsKMvC0bahOXvg7r84iBSLKS4DHdWVh/uD+vKrXFMeHG4dnLkwGS+pVjPef20lnjvdjbNdSkHBK+f78HrzAD5w3fK4Dn/bWJ6FE+3DswqBgh1sGTR81kGq1YzaAkdECfAjbUMoy05DniNF/w0Lw2o24Ut3rsbF/nHc/PUXcahlEP9y99qEKmD6wHXL0TUyicePdAAA/vv5RoxNefCxG2vm+U793bK6EPsuDmBo/Mq+79MeH15u7EN9nAclUvSYYI6SEAJ/cX0VjrYN4fXmAfz41RasLHJi23JWeBGp1GXLBwIGYs70uDUwiae6dXURTneO4ES7cjX8pXPK9OZEmyhO+rtxZQG6RiavmFB92F8BcZWBK1FWFDox5fGhLcyQlea+MUP7L6vesaUM19Xk4WjbEG5YkY9bVsdnySFRICEEPnNbHfpcU7jzm3sxPu3FvVsr4r1Z0XgMwHuFEF8H8E4AT8Z3c4gWzp5iwdfeuQE/+8A2QwbkkjE2lGdhcNyNC31jYe+z/+IANpZnwWYxPpVQU+BAjt2GV5v6Qn791fN9cHslbqiLf4z//msrkW4z41+ePIWu4Un8x9NnUJKZindvi+/5a0N5FqY8vpnEdygerw+HWgZxdRxyHFsqs3GoZRCeeRLgR9uGE2IG1q66Ajz/6Rtw/47l+NkHtuGezfGZWRHODSvysaYkA1/43XF86bET+PnrLbh3a0VCvG/fsroIXp+cNRBz/8WBhBiUSNFjgjkG77iqDHkOGx746QGc7hzBn2+v5JUVogDFmWkozUq7og/zgYuDsFlMWFtq/JKwt19VhjSrGT97rQVen8TPXruI4szUuC1Po/ipryuAELgikNl9shtpVjPWl2UZth21/uVeodpkTHmU6d7xSDCnWMz4+V9sw7F/vA0/uf9qntsoYWytzME7ripDYUYqvvzWNYYM5FwIKWV9wN9HoAz6ex3ALinl/Gt/iYjiYEeNUvn78vnQCdyxKQ9OdozEpT0GoFxw3FVXgOfP9GDaMzsB2XCuF3ab2fAVk6Fkpdvw+TtW4ZXzfbjmK8/jePswPnf7yri27gAwk5Sdq0r4VOcIxqa92BqHBPPWyhyMTXtxZo4EeM/oJNqHJhIiwQwAlXl2/P1bVmN7dXwr50MxmQR+ev/VqCty4mevt6C+Lh+fva1u/m80wPrSTBRmpOAPRzuuuP3hfa1wplhm3o8oeXDIXwxSrWZ8+a1r8cSxDqwodOLtV5XGe5OIEs71tXn4/ZEODI1PI91mweNHO3BtdS5SLMYHVZlpVty9qQS/O9wOi1ng6KVh/Pe7NjJ5tgTlO1OwoSwLz5/pwcdvqoVryoPHj3bgzvXFSLMZd2zW+qsGGntcuHXNlV873TkKr09ibYnxS0+JEtmD79gQ702ImZRyEMAj8d4OIqK5LMtV2kG+eLYXf769ctbX918cgNcn45J4VN2+tgi/OXQJrzX3X7EaUUqJF8/2YkdNXlyqq0N57zXLsDzXjt8cuoQPXLfcsMF+cynLTkO+MwVvXBgI2ytYnTcVjzkc6sWL/RcHwv6+jrQOAQA2JfjF5kSR60jBIx/ajv6xaZQaON9lPiaTwHu2LcPXnz2HY5eGsL4sC6394/jj8U58cGcV0m1MVyabxHjnTUJ3rCvGt99zFT5584q4JMyIEt37d1Riwu3FL95oxRPHOtAzOoX7dsyeEGuUB3ZWI9eegl+80YrravJw1wb2TV+qbltThKNtQ3jlfB+eONqB8Wkv3nW1scsVHSkWlGalhaxgPuqvKInn0BIiIiJamm5YkY9Xm/ox5fHO+truU91It5nj2h7yuto82G1mPH2i84rbT7SPoH1oAvUJtqz+uto8/Ne9GxMiuQwoVeDX1+bh5cbesLNA9l0YQEVOOooyUw3eOqAkS1kJGzygPdAbFwZgs5iwhsUYEUu1mhMquay6b0clstKtePCZs3B7ffj6s2dhNgncH8e8AcWOCWYi0sXKogxcX5uHH7x8AV/bfQ61BQ7srM2L2/Ysz7Pjpb/ZhUc/vB3fevdmVi8vYfftqERVnh2f/PUR/OczZ7Gi0BGX5fZrSjJCLk880jaEfGcKiuMQ1BMREdHStrM2HxNuLw4GzFIBAK9PYvfJLuxaWRDXNg+pVjN2rSzA0ye6MD7tmbn9h69cgN1mxpvXF8dt25LFDSvyMTjunplPE8jt9eGNCwNx6b+s2lqZjX0XBsMOm3zxXC+2Lc+Je7sRWjhnqhUf21WDvY19uPpfn8NjRzrwF9dXoTCDn4OSERPMRKSbT9xUi3SbGUIAf31rXdyTumaTwJbKHGSmW+O6HRRfqVYzvvrODRged6O2wIFv/ml8LjhcvTwHLf3j6ByeuOL2o21D2FieFffXCxERES0926tzYbOY8OTxKyuED7YMos81jdvXFsVpyy67b0clBsfd+P7eCwCA7pFJ/OFoB965tRyZaYzz53NdjVL089K53llfe62pH8MTbtwax0HPO2ry0OeawvEQCfBLg+M43+PisPZF5APXLcf/vHsTSrLS8E93rcHfJEiPaIoem5oQkW62VObg5c/dGO/NIJplc0U2jvzDLUizmuOWyL2mShlc8UbzAO7epPTyHx53o7lvDG+/KrEmUBMREdHSYE+x4K4NJfjtoXb8zW0rZwozHjvSDpvFhF0J0ILiqmU5eNOaInzvxSZcU5WLb+05D5+UuO9aLquPRK4jBWtLM9Bwrhd/dVPtFV976kQn7DYzdsYxgXvzqkKYTQJPn+iaNYT7pXPKAMr6OiaYFwshBO5cX4I717OFZbJjBTMRES1J6TZLXKuEVxVnwJlqwRsX+mduO3ppCACwISiYJiIiIjLKff5ZKr8+0AoAuNg3hkf2t+FPriqDPSUxatQ+d/tKWC0mvPN7r2FvYy/+9W3rUJGbHu/NShq3ry3GwZZBnO9xzdzm8frwzMlu3LSqMK7tJ7LtNmyvysXTJ7pmtcnYc7YHpVlpqM53xGnriCgcJpiJiIjiwGwSuLoyB280Xx5i8vTJLqRaTdjIqdhEREQUJ2tKMrFteQ6+tacJr5zvwz/+4SRsFhM+eXPt/N9sEHW+yhffvAo/fP9W/KnBA5uT3b1by2Ezm/DT1y7O3Lb7VDcGxqZxx7r4t0G5bW0RmvvGcK77cgK8c3gCe8704Pa1RWwlR5SAmGAmIiKKk+3VuWjuG8PpzhFMTHvxhyMduGNdMRwJUh1ERERES9N//sl6OFMteM/330DD2V586uYVKHAm1uCtjFQr/uL6KtQnQNuOZJPnSMFbNpTg0YOX0O+awpTHi39/6gxWFDpw86r49V9WvWlNEVIsJnz3xaaZ2376Wgt8UuJ911bGb8OIKCwmmImIiOLkHVeVw5lqwdd2n8XTJzsxOuXBO7eUx3uziIiIaIlblmvHox++Fh+/sQZPfeJ6fHBnVbw3iTT2wZ3L4fVJvOf7b+ATDx9B68A4vnTnaljM8U8T5TtTcP91y/G7w+040T6M7pFJ/PKNVty2pgjlOWyFQpSIWCJFREQUJ5npVnz4hmo8+MxZ7G3sQ2VuOrYtz4n3ZhERERGhKDMVn761Lt6bQTpZWZSBH7xvKz7wk/1oHRjHx3bV4PraxBme9+EbqvHwvlb8+Q/3IcVigsfrw8durIn3ZhFRGEwwExERxdF9Oypx4OIAKnLS8f4dy9lTjoiIiIgMcV1tHl787C7YU8xwplrjvTlXyEyz4ucf2Iav7j6Lc12jePiBa7CmJDPem0VEYTDBTEREFEfpNgt+dN/V8d4MIiIiIlqCijITq7d2oLWlmfgx42SipBD/5jpERERERERERERElJSYYCYiIiIiIiIiIiKimDDBTEREREREREREREQxYYKZiIiIiIiIiIiIiGIipJTGP6kQowDOGv7ElAzyAPTFeyMoIfHYoHB4bFA4PDYonDoppTPeGxEOY2WaA9/XKBweGxQKjwsKh8cGhRNTnGzRY0sicFZKuSVOz00JTAhxgMcGhcJjg8LhsUHh8NigcIQQB+K9DfNgrEwh8X2NwuGxQaHwuKBweGxQOLHGyWyRQUREREREREREREQxYYKZiIiIiIiIiIiIiGISrwTzQ3F6Xkp8PDYoHB4bFA6PDQqHxwaFk+jHRqJvH8UPjw0Kh8cGhcLjgsLhsUHhxHRsxGXIHxERERERERERERElP7bIICIiIiIiIiIiIqKYMMFMRERERERERERERDFhgpmIiJKCECJHCHGLECIv3ttCRERERJQoGCcTUbwZnmAWQvxACPGaEOKLRj83JQ4hRKEQYm/Av2cdFzxWlh4hRKYQ4ikhxG4hxO+EEDYeGwQAQohsAE8AuBrAHiFEPo8NUvnPKYf9f+dxQRBCWIQQrUKIBv+fdclybCTiNpHxGCtTMMbJFA7jZJoPY2UKpkesbGiCWQhxDwCzlHI7gCohRK2Rz0+JwX8C/AkAu//fs44LHitL1nsAfF1KeSuALgDvAo8NUqwH8Gkp5b8CeAbAjeCxQZd9FUAazycUYD2Ah6WU9VLKegC1SIJjIxG3iYzHWJnCYJxM4TBOpvkwVqZgmsfKFt03+Ur1AB7x/303gOsANBq8DRR/XgD3Avi9/9/1mH1cbApxG4+VRU5K+e2Af+YD+DMA3/D/m8fGEialfBEAhBA7oVRn5IDvGwRACHEjgDEoH7brweOCFNcAuFMIsQvAcQBTSI5jox6Jt01kPMbKNAvjZAqHcTLNhbEyhaF5rGx0iww7gHb/3wcAFBr8/JQApJQjUsrhgJtCHRc8VpYwIcR2ANkA2sBjg/yEEALKB+5BABI8NpY8IYQNwJcA/K3/Jp5PSLUfwM1SyqsBWAHcjuQ4NhJxm8hgjJVpLoyTKRTGyRQKY2Wag+axstEJZheANP/fHXF4fkpMoY4LHitLlBAiB8A3AdwPHhsUQCo+CuAYgGvBY4OUYPnbUsoh/7/5nkGqY1LKTv/fDwDIQ3IcG4m4TRR/fG8jAIyTKTzGyRQGY2UKR/NY2egD5yCUkmoA2ADgosHPT4kp1HHBY2UJ8l9h/T8An5dStoDHBvkJIT4nhPhz/z+zAPw7eGwQcDOAjwohGgBsBPAW8Lggxc+EEBuEEGYAdwP4KJLj2EjEbaL4YzxEjJMpLMbJNAfGyhSO5rGy0T2YHwOwVwhRAqX8+hqDn58S02OYfVzIELfR4vcBAJsB/J0Q4u8A/AjAe3lsEICHADwihPgLACegvG+8xGNjaZNS7lT/7g+c7wLPJ6T4MoBfAhAAHkfyxBqPIfG2ieLvMSTH8Uv6YpxM4TBOppAYK9McNI+VhZRSzw2e/YTKVORbALwkpewy9MkpYYU6LnisEMBjg8LjsUGh8LigcJLl2EjEbaL4S5bjl4zF44LC4bFB4fDYoHAWemwYnmAmIiIiIiIiIiIiosWBzbuJiIiIiIiIiIiIKCZMMBMRERERERERERFRTJhgJiIiIiIiIiIiIqKYMMFMRERERERERERERDFhgpmIiIiIiIiIiIiIYsIEMxERERERERERERHFhAlmIiIiIiIiIiIiIooJE8xEREREREREREREFBMmmImIdCL84r0dWhJCmIP+nRp8GxERERFRPCVrDM5Ym4iSFRPMREQaEUKYhRDWgJsKAPQKIdaFuO+3hBD/PM/jrRVCSCHEygieO0UIkRbi9j4hxB0B/04NFXD7t90e8G+LEGJDiKf6uRDiCwH//gsAR4QQKfNtIxERERElPiHE94UQJ+O9HSohREm4hLEQ4mYhxKtCiNygL31cCPGUEMI2x+My1iYi0ggTzEREcxBC/K0/8Jz3DwAPgI8GfHsxgHQAZ4Ie0wHgfQAG53n6Cf//p/zf939zPPckgK+EeIxx/9cCH9MXZttdQogs//3eBeBVIcTOoMf7HoC/Cwj0/xLAN6WUU/P8LERERESUHCYADIT7ohCiIiiW/Jj/9h1CCJ8QYijgj0sI4ZrjsdKEEAVCiBohxLVCiHcIIT4phPgvIcQTQoiLANoBfDjMQ6wFkCml7A+6fReAMSnl9Dw/J8BYm4howSzx3gAiogQ3BeColHJj4I1CiP8B8ISU8umA2ywAAisWlgM4K6V0Bz3mxwA0Avhv//e9RUr5hxDP7fX/X/r/PwbguwA+H+K+5oD7Qwhxm39bUgBs8VdvnAaQBmBKSikDv9m/9C7N/xyQUv5cCHEdgMeFELUAvg9gC5Tg2APgVf9zlgH4khDiiwBsALZKKdtCbB8RERERJRh/ZawPgCcgPvTiyrjSAsAKwOdPdKpJ22wAvwCgxrqTAFqllJUB31vvv0+o574HwG/8jzfi/9MNoAtAB4CXATwMJcF8McyPsAbAY0GPmwXgNgD/7H9+VZuUsing34y1iYg0wgQzEdHcZPANQohUKMvVfnbFHaX0+L9eA6X6oAhAnhDiCf9d/h3AKQCfBHCnlNIrhFgF4GEhxF9LKb/n/34bgBwAmf7vyxJC5EEJSN1QVp+YcTmYNwFIDwo2HwfwBwB2ADcCeADAf0gp/1cIcd7/QSFQv5TyqqDb/grA/0ope4UQHwJwE4BfAtgD4McAGgBckFKWCyH+EsAJAJdm/wqJiIiIKEH9B4BPAEBwZwd/5W2g/4YSx04DgJRySAjhxuWEcyqAZSG+bzzMcwsAw1LKrGg32p9w/eeAf6ttJdYAuMH/2A/4/wBAHoBvA/gbxtpERNpjiwwioggJIX4lhJiCUlUxCeCZgOV/HiGEumxuFMDTUKoP9vr/vhPKe+5DAH4opTzgv+9ZAB8H8P+EENv9t60G0AngiP/fhwE8istVE38PoAdKi41BAP0AWoM21w3gMwD6oCS2X8blILkAwEYpZaW/wqQeQH7Az2kVQliklG4p5cGAx/sagD8J8XspAfAglGWIsxLyRERERJSwPgelCtcspRRSSgElkfxiwL9tUBKpf+v/Hl/QY0gAkFK+on5P0B87QrMAMAkhVkbwZ60QYmPA904AeAVKFXU2gEr/7W4oqwX/SY11/fHu73A5Ec5Ym4hIY6xgJiKK3CSA70gpPxn8BSFEA/z926SU3QAeFELcB+A7AF4E8F9QesS9HUCPEOJ+KP2ZBYAhKEnr3/gD56NQ3p/LAVwAUA1lmeBXoQT0fw3g01LKmeBeCGETQqRKKdUecDNL+EJIgZLQVoNsB5QPDqqPAvgvfxXLo1LKd0gp+4UQH4CyRDFYNoAvSikPzfGcRERERJRgIunt62/3Ftzy7QpCiEYo80d8AJz+P/8D4G4osW4egH+TUv5bwLfZoMShr0ewqRYosXie/99eKG09hvzPr97vg1Cqk78Z9P1W+GN1MNYmItIcE8xERNH5SyHE+0Pc7oCyjA0AIJRJ1rUA3oCyVG8ESm81J5QqiWYA7VLKCf/9LQDeA6DXX5ngDQiUPwYlIDZDCUhDLmMEMAwgK4Kf4VZc2SsauDII/5b/z98BqBHKZOzvQqnMdvt/1r8B8GkALVCW8pmFEJ+C8sHhexFsAxERERHFiRDCCiW2nA5MpM7zPRYoiVJbiC9PQhlc1wolgasO0PuGlPIfhRA/xpXD8AClJ/ElKWVF9D9BWI8A+D2AfxBCPCWlfMF/u1V9fsbaRETaY4KZiGhugdUOwNwVzIFth24AcFxK6RJC7ACwX0o5LYRQk8wAUBgUuD4ipZRCiCIA9wN4h//2LChL5j4H4N8A7AfwDSjB799KKbf7e8kFCrl8TgjxAoDNYb52Xkq5RR1K6N82j5TyjwC0DPyJiIiIKL7eA+BHQMhEKvy3h2vH8KkQt/VDqVgGlKRoKpT2Ee8PKM7YH/Q9eVBaUaiD+eYyLaUM7uV8Q4ht7JNSXvSvJPwiADXBbIM/pmesTUSkPfZgJiKaWx6U3muAEih/Qgghg/9ASSinBXzfzQD6/JUebwbwvP/2f4OyFC/Un3r/faYAfADAH/3//rKU8iSUQSS9Ac9xCsB6f8D7XQB/HvC10J8UlIT5J/3DVH4M4Mf+v38SynK+sIQQnwnoOR38p2+u7yUiIiKihPILKO3aLIH9kqFU1j4NIDu4lzKUWNEBpaIWQojvAtgAAFLK+qCex98HcDTwNinlt4K2oQhKawoA6Mblnseh/vwoxM8Qqgez6psAdgX0bU7B5QpqxtpERBpjgpmIaG51ANoAQEr5roAAe7n/68sDAu/PBnzfr6H0odsH4BYA/+e/fRrAT0IE7OrXIKUc9D/v/wZtSx4CJkdLKRuhVH00QBlW8njAfcO9v8+1BHKuXnKAEkgfkVJmBf6B0lsvdZ7vJSIiIqIE4R8wNyGlnIn/hBB1UHoYNwMYEUKUCSH+Vghh8n/PtJRyDJf7MX8MwDEAViHEPiFEnxDiohBiCMrcke8JIdr9t7ULIcaCNmMjgJP+v08D2BVqSCCUoYOhekV7pJRD/j7Mw0E/31EoQ/ze5b8pDYDL/zXG2kREGmOCmYgoDKGsW9sC4JD/3wX+4HlF0P0+JoT4ughYXyilfBHAVbg8rXqb//8RBZ1SSk/Qc1igVIgcCfqeHwFYB+B2KWVPwO2BLZBuAHA9lL5uEsC3/YH/X0LpKT0E4NvhNkoIobb0mCsojqh3HxERERElHiFEJoDHoCRRP+bvy1wL4O8BfD3o7jZgJl5tBjAqpbxaSpkHpVJ3GsCrAE4D2OuvXi6VUtoDni8dSiuJvf6b5oslY4k17wPwJf/fHVBmoiBg22cw1iYiWhgmmImIwtsGoBTAH/1B8MP+24OnO+8F8KcAfiyEMAfcXgOlMuMLAL4vhPg0wvRri8AGKEFxE/xL8vzb9CKUaowHgu7/Ki4vAxwD8EMAT0AZXvIRrK3psgAAHAxJREFUfzXEd6D0lM4C8JEwz2sF8BshxNuhBLbXBS/Z8z8ug14iIiKiJCSEcEBJLvcAeK9/CB6klHsA3Avgr/xxrGqmH7GU8lNSyl/5H6cCwP+DMqBuCMD3AKwTQvxtiKf9UyjxY4P6UDFsukUIkeXv35wZ/EUp5RG13zGAHARVOQdhrE1EtAAc8kdEFN7fQaleHoPS400AuAlKgKoO75BSyqNCiJ1QAuQvAvgnIUQ2gF8B+JGU8qtCiENQhp/cD+B9Qoj3zfXEQogqAHf4/zkBZaL1r/xDAIsB5EOpGHkOSg+53wshSgH8o5RyQEp5k/9xUgAck1Lu9v/bBKWq4hvw94z2D16xQQmoA9kBvBPAcSitPioBvCylrA/a1noo07qJiIiIKIkIIdYB+CmUCt+PAXiLEKIEQJn/TyWUlhhfFUJ0Syl/AaATl9vFqY9zHYCfA3hSSvljIcTboFQyvxPAi0KIGwH8J5She4UA/gXAzwMG95kA7Ak3cBD+vs8BrAB24PKslMDbg3/GYihFI+0BtzHWJiLSECuYiYhC8AfWawH8B4ABKINQ6qWU/VAGfPwGQCP8gaq/R9vNAP6fEKIASrI5C0qSGlLKF/y94ExQKqGzg/4ASsWDajWAr0IJ1LOhBJ9qn7gVUComPiOl/DP/5Ok/AbAKl3viqWwIqDKBMlzkI/6ebin+P1lQqiqCB4/UQana2CmlbPNv3zX+Pnozf6Ak0s0gIiIiomTzNigr7pZBiXvvhlJMcRJK7Pk+KMnWZwE8JISokFJ6pJQX1QcQQnwEwEsAdkNJ1AL+GNQ/PG8nlGT1z6Ekl0ehVDn/U8B2pGDuHswZQdudAuDFgPtkAmhBwPA9IcTfCyH2QhnW9y0pZXPA9zPWJiLSkPCvfiEioiD+XmxeGfRG6a9OzgNwPvhr/q+nQQlW/0NKuS/oaw9BCbbfH3S7BHCHlPIp/7/VYSo+/78L1L5vQgg7gEwpZQei5E+cj0gpXRHcNwvAtFpZIoT4LIAbpJR3Bt2vHsBzUkquiiEiIiJKIkKIHACbALwipZyc4365AAqklKdDfE0A+DMp5c8CbnsewO+klP/j/3cqgPXBsXHA/ZcB6J5rG6IlhFgNoAjAfinlaNDXGGsTEWmICWYiIgP5e7khYDkgEREREREREVHSYoKZiIiIiIiIiIiIiGLCHsxEREREREREREREFJO49PDJysqSNTU18Xhq0sjY2Bjsdnu8N4NixP2X3Lj/kh/3YXLj/kt+Bw8e7JNS5sd7O8JhrJzc+B6R/LgPkxv3X3Lj/kt+3IfJLdY4OaYEsxAiE5cnmY4BuBfAd6BMYn1SSvkvc31/YWEhDhw4EMtTLyqPHW7Hg8+cRcfQBEqy0vDZ2+pw96bSeG9WRBoaGlBfXx/vzaAYcf8lN+6/5Md9mNySaf8lc6yhJyFEi46PvaA4GWCsnOyS6T2CQuM+TG7cf8mN+y/5cR8mt1jj5FhbZLwHwNellLcC6ALwLgBmKeV2AFVCiNoYH3fJeOxwOz7/2+NoH5qABNA+NIHP//Y4HjvcHu9NIyIiokWAsUbcME4mIiIioiVlwUP+hBCPAsgA8A0p5R+FEO8CkCal/FHQ/R4A8AAA5OfnX/XII48s6HmT3V83jKN/cvbvPjdV4Gv16XHYoui4XC44HI54bwbFiPsvuXH/JT/uw+SWLPsv2WMNPe3ateuglHKL3s8TaZzsvy9j5UUiWd4jKDzuw+TG/ZfcuP+SH/dhcos1Tl5QD2YhxHYA2QAuAlDLYQYAbA6+r5TyIQAPAUBdXZ1c6uXyA08/Gfr2SZkUSwm45CG5cf8lN+6/5Md9mNySZf8le6yR7KKJkwHGyotJsrxHUHjch8mN+y+5cf8lP+7DpSnWFhkQQuQA+CaA+wG4AKT5v+RYyOMuFSVZaVHdTkRERBQNxhrxwziZiIiIiJaSmAJcIYQNwP8B+LyUsgXAQQDX+b+8AUqlBs3hs7fVIc1qvuK2NKsZn72tLk5bRERERIsJY434YJxMREREREtNrBUUH4CyvO/vhBANAASA9wohvg7gnQBCr8mkGXdvKsVX7lkHm1nZBaVZafjKPes42Z2IiIg0wVgjbhgnExEREdGSElMPZinldwB8J/A2IcTjAG4B8J9SymENtm3Ru3tTKR7e1woA+PWHtsd5a4iIiGixYaxhPMbJRERERLTULGjIXyAp5SAAjrsmIiIiIgrAOJmIiIiIFjMOGSEiIiIiIiIiIiKimDDBTEREREREREREREQxYYKZiIiIiIiIiIiIiGLCBDMRERERERERERERxYQJZiIiIiIiIiIiIiKKCRPMRERERERERERERBQTJpiJiIiIiIiIiIiIKCZMMBMRERERERERERFRTJhgJiIiIiIiIiIiIqKYMMFMRERERERERERERDFhgpmIiIiIiIiIiIiIYsIEMxERERERERERERHFhAlmIiIiIiIiIiIiIooJE8xEREREREREREREFBMmmImIiIiIiIiIiIgoJkwwExEREREREREREVFMmGAmIiIiIiIiIiIiopgwwUxEREREREREREREMWGCmYiIiIiIiIiIiIhiwgQzEREREREREREREcWECWYiIiIiIiIiIiIiiknMCWYhRKEQYq//7xYhRKsQosH/Z512m0hERERElFwYKxMRERHRUmGJ5ZuEENkAfgLA7r9pPYCHpZSf02rDiIiIiIiSEWNlIiIiIlpKYq1g9gK4F8CI/9/XALhTCLFPCPEDIURMiWsiIiIiokWAsTIRERERLRlCShn7NwvRIKWsF0JsBXBJStkphPgpgEellI8H3fcBAA8AQH5+/lWPPPLIQrZ70fjKGxMAgM9vS4vzlkTH5XLB4XDEezMoRtx/yY37L/lxHya3ZNt/yRpr6GnXrl0HpZRb9H4exspLU7K9R9Bs3IfJjfsvuXH/JT/uw+QWa5ysVfXEMSnllP/vBwDUBt9BSvkQgIcAoK6uTtbX12v01MntO2dfAwDU12+P85ZEp6GhAdyHyYv7L7lx/yU/7sPklmz7L1ljjUWGsfISkmzvETQb92Fy4/5Lbtx/yY/7cGmKechfkJ8JITYIIcwA7gZwVKPHJSIiIiJKdoyViYiIiGjR0qqC+csAfglAAHhcSvmcRo9LRERERJTsGCsTERER0aK1oASzlLLe//8TUKZjExERERERGCsTERER0dKgVYsMIiIiIiIiIiIiIlpimGAmIiIiIiIiIiIiopgwwUxEREREREREREREMWGCmYiIiIiIiIiIiIhiwgQzEREREREREREREcWECWYiIiIiIiIiIiIiigkTzEREREREREREREQUEyaYiYiIiIiIiIiIiCgmTDATERERERERERERUUyYYCYiIiIiIiIiIiKimDDBTEREREREREREREQxYYKZiIiIiIiIiIiIiGLCBDMRERERERERERERxYQJZiIiIiIiIiIiIiKKCRPMRERERERERERERBQTJpiJiIiIiIiIiIiIKCZMMBMRERERERERERFRTJhgJiIiIiIiIiIiIqKYMMFMRERERERERERERDFhgpmIiIiIiIiIiIiIYsIEMxERERERERERERHFhAlmIiIiIiIiIiIiIooJE8xEREREREREREREFBNLvDeAkstjh9vx4DNn0T40gdLXX8Bnb6vD3ZtK471ZREREuuM5kIjmwvcIIiJayngeXNpirmAWQhQKIfYG/PsHQojXhBBf1GbTKNE8drgdn//tcbQPTQAA2ocm8PnfHsdjh9vjvGVERET64jmQosVYeWnhewQRES1lPA9STAlmIUQ2gJ8AsPv/fQ8As5RyO4AqIUStdptIieLBZ85iwu294rYJtxcPPnM2TltERERkDJ4DKRqMlZcevkcQEdFSxvMgxdoiwwvgXgC/9/+7HsAj/r/vBnAdgMbAbxBCPADgAQDIz89HQ0NDjE+9uAz5r+4kw+9DvRIV6vZk2H66zOVycZ8lMe6/5Md9mHyS+RyYTLHGIsJYeYlJ5vcImo3n6eTG/ZfcuP+SE8+DFFOCWUo5AgBCCPUmOwC17n0AwOYQ3/MQgIcAoK6uTtbX18fy1IvOd86+BgCor98e5y2ZX+nrL4R80yjNSgP3Z3JpaGjgPkti3H/Jj/sw+STzOTCZYo3FgrHy0pPM7xE0G8/TyY37L7lx/yUnngcp5h7MQVwA0vx/d2j4uJRAPntbHdKs5ituS7Oa8dnb6uK0RURERMbgOZAWiLHyIsf3CCIiWsp4HiStgtuDUJb6AcAGABc1elxKIHdvKsVX7lkHm1k5bEqz0vCVe9ZxKigRES16PAfSAjFWXuT4HkFEREsZz4MUaw/mYI8B2CuEKAFwO4BrNHpcSjB3byrFw/taMTQ0hGc+d2O8N4eIiMgwPAfSAjwGxsqLHt8jiIhoKeN5cGlbUAWzlLLe//8RKMNLXgewS0o5vOAtIyIiIiJKYoyViYiIiGgp0KqCGVLKQVyejk1ERERERH6MlYmIiIhoseKAESIiIiIiIiIiIiKKCRPMRERERERERERERBQTJpiJiIiIiIiIiIiIKCZMMBMRERERERERERFRTJhgJiIiIiIiIiIiIqKYMMFMRERERERERERERDFhgpmIiIiIiIiIiIiIYsIEMxERERERERERERHFhAlmIiIiIiIiIiIiIooJE8xEREREREREREREFBMmmImIiIiIiIiIiIgoJkwwExEREREREREREVFMmGAmIiIiIiIiIiIiopgwwUxEREREREREREREMWGCmYiIiIiIiIiIiIhiwgQzEREREREREREREcWECWYiIiIiIiIiIiIiigkTzEREREREREREREQUEyaYiYiIiIiIiIiIiCgmTDATERERERERERERUUyYYCYiIiIiIiIiIiKimGiSYBZCWIQQrUKIBv+fdVo8LhERERFRsmOsTERERESLmUWjx1kP4GEp5ec0ejwiIiIiosWCsTIRERERLVpatci4BsCdQoh9QogfCCG0SlwTERERESU7xspEREREtGhpFdzuB3CzlLJTCPFTAHcAeDzwDkKIBwA8AAD5+floaGjQ6KmT29DQBAAk1e9jaGgCXq83qbaZruRyubj/khj3X/LjPkxeyXgOTMZYYxFirLxEJON7BM3G83Ry4/5Lbtx/yY3nwaVLqwTzMSnllP/vBwDUBt9BSvkQgIcAoK6uTtbX12v01MntO2dfAwDU12+P85ZE7jtnX8PQ0BC4D5NXQ0MD918S4/5LftyHySsZz4HJGGssQoyVl4hkfI+g2XieTm7cf8mN+y+58Ty4dGnVIuNnQogNQggzgLsBHNXocYmIiIiIkh1jZSIiIiJatLSqYP4ygF8CEAAel1I+p9HjEhERERElO8bKRERERLRoaZJgllKegDIdm4iIiIiIAjBWJiIiIqLFTKsWGURERERERERERES0xDDBTEREREREREREREQxYYKZiIiIiIiIiIiIiGLCBDMRERERERERERERxUSTIX9ERBSbxw6348FnzqJjaAIlWWn47G11uHtTacI/NhERERGR3vSKZxknExFpiwlmIqI4eexwOz7/2+OYcHsBAO1DE/j8b48DwIIDXD0fm4iIiIhIb3rFs4yTiYi0xxYZRERx8uAzZ2cCW9WE24sHnzmb0I9NRERERKQ3veJZxslERNpjgpmIKE46hiaiuj1RHpuIiIiISG96xbOMk4mItMcEMxFRnJRkpUV1e6I8NhERERGR3vSKZxknExFpjwlmIqI4+extdUizmq+4Lc1qxmdvq0voxyYiIiIi0pte8SzjZCIi7XHIHxFRnKhDRP7m0WOY9vpQquEEaz0fm4iIiIhIb3rFs4yTiYi0xwQzEVEc3b2pFA/vawUA/PpD25PmsYmIiIiI9KZXPMs4mYhIW2yRQUREREREREREREQxYQUzESW0xw6348FnzqJjaAIlXL5GAXhsEBER0VLHeIhC4XFBREZjgpmIEtZjh9vx+d8ex4TbCwBoH5rA5397HAAYIC1xPDaIiIhoqWM8RKHwuCCieGCLDCJKWA8+c3YmMFJNuL148JmzcdoiShQ8NoiIiGipYzxEofC4IKJ4YIKZiBJWx9BEVLfT0sFjg4iIiJY6xkMUCo8LIooHJpiJKGGVZKVFdTstHTw2iIiIaKljPESh8LggonhgD2aDBTfbT7UoOf4d//4CG/ATBfnsbXVX9A8DgDSrGZ+9rS6OW0WJgMcG0dwC4w2r2YSsNAtjDSKiRYbxEIXC44KI4oEJZgOFarYPAAKA9N+HDfiJLlNfA3/z6DFMe30oZVKE/HhsEIUXHG9Me33ocU3PfJ2xBhHR4sB4iELhcUFE8cAEs0EeO9yOv37kKLxSzvpa8C0Tbi/++pGjAPjBj+juTaV4eF8rAODXH9oe562hRMJjg2i2ueKNQBNuLz756yN48Jmz/NBJRJTEGA9RKDwuiMhoTDDrRF2a2j40cUWFcqS8UuKTvz6CL/z2GFKsZgyNu+O2pDVUW4+xKR+X2hIR0ZIQ3G4i1ZQY58DAWMMsBLxSRh1ztA9N4JO/PoJPP3IEPglWORERERERUdSSMsEc6gNVVpoVQgCD4+6Z24L/b+R9Aj/gRZtcDjTu9mHc7QMw+0OgET9X8AfV9sDJs+MTIbfLiN8zPwATES1NoWIAPc/30x7vzHkYUNpNTHuBkaHL58BP/foIPvnrI4bGH8HnZ7ViOdaYw+f/RvWcrl7gTpS4Sr1PPC+4ExERERFRaELOs4RSDynFtbLs/f+tyQeqxWAx/kxGSbeaEvID8Fz3SdTtStT7DI27ZwZUWS3mhL6wFOt9bAE/X8fQBDI1eq7SgEGikx5fyIRcvH/2xXBsJPrvabHdh+dMUpkEYr7gfuo7H8VUZ6OI988QTmCsnKivRb4/hj+np5p8cNrTND2n8z68T7j7GBnvLbafT68YPFHuYzObUJ6dhr+6qdbQi/O8T2LcJ56v17HxMZhtaYvu8+dSuc+lH38ipjhZ0wSzEOIHAFYDeFJK+S/h7pdSXCuL3/cNzZ43WZmFQGVuOgCgqW8szltDRIsVE3JEVOCwYWjCg2mvb/47LwGdP/mk4QnmSONkgLEyEUVvscd7i/3n05PVLOD28rdHRJGJNU7WrEWGEOIeAGYp5XYhxA+FELVSysZQ9y0b7cG/7f22Vk+dnARQk+9Az+gUAMDt8WHC4+VZk4iIiLQjgDSLGVZ/9Zfb48OU1wefb2kHHH9u8PNFEycDjJWJiIiIKD5ijZO17MFcD+AR/993A7gOwEzgLIR4AMADAFBlz9DwaZOP2QQUpJtg8UygJO3y7cPTJvSM+ZDoFxeF/z8aFr8TERGRxqwmgbx0gUwbAFyuXB6eFugZkwkfbywy9ZgjTgYYKxMRERFR8tIywWwH0O7/+wCAzYFflFI+BOAhQFn297nrP6LhUycmdRlPYD+aSIbSBE6rzwwxYCiestOt+Ie3rMGp06fwSKPE0IQ73ptERERkmOx0Kzbm+nBu1Ib2oYmEWbKr9iOOZghu4MDERPk5DNP8SaOfcc44GViasTIRERERJZgY42QtE8wuAGo9rgOAScPHDkv9QJUIjbCDm5vHOuH87k2ls74v8ENgPH6u4J8na7gRX3h3fcjt0nN7ltwHYKIFspoEIMC+a7SoBF/A1fu8ODTuRknAebChoQH19fUA5j4/G3Fe1DLeCL7AnUhxVVaCXXCPQVziZCJaGhZ7vLfYfz498XdHRrOaBKSU8PCQW3I0G/InhPhzAAVSyq8KIf4JwFkp5S9D3decniktGQVKmwWfzwMAwmSyQOLyp8aA/4e6j/R6pr2ugXbfxMiAJj8ARSsPQF88ntiUlpFjduSUCrPFFuvxE8/7JMR2qRJle+a5j/R6pn3TE8MmW1qmMFts8d4ere8T/PPN+zgApIzgufzvkwCgvmYS7WdfDMdGTI8nTMoF3gT6XSbNfRLj/B+3c+BSFxgDLOQY8472Wbzjw8Ko7Y4mTgaujJUT9rWYLDFPPM7pU2NTphR7SrLGqrwPkus8bWC8lzQ/nyqS12s0MXgi7v857hPJ7y7RtlndfxF91kmkbU7A+8T39SqdZkduxmL8/LkU7uMZ6UEscbKWCeYMAHsBPA/gdgDXSCmHw9z3gJRyiyZPTHHBfZjcuP+SG/df8uM+TG7cf8nP6H0YTZwcj+0jbXH/JT/uw+TG/ZfcuP+SH/dhcot1/2m2PE9KOQKgHsDrAHbNFTQTERERES0VjJOJiIiIaDHTsgczpJSDuDwhm4iIiIiIwDiZiIiIiBaveA0YeShOz0va4T5Mbtx/yY37L/lxHyY37r/kl+j7MNG3j+bG/Zf8uA+TG/dfcuP+S37ch8ktpv2nWQ9mIiIiIiIiIiIiIlpa4lXBTERERERERERERERJjglmIiIiIiIiIiIiIoqJ7glmIUShEGJvwL8tQohWIUSD/886/+0/EEK8JoT4ot7bRNEJ3of+22btL+7DxMbX3uLA/ZV8Qr32uB+TQ4gYhue+JBO4DxP1PMhYObkxTl4c+LpbPLjPkg9j5eTFWDm5aR0n65pgFkJkA/gJAHvAzesBPCylrPf/OS6EuAeAWUq5HUCVEKJWz+2iyIXah6H2F/dhUuBrL8lxfyWtK157AGrB/Zjwgs9/PPclnxAxTMKdBxkrJzfGyYsKX3eLAPdZ0mKsnIQYKyc3PeJkvSuYvQDuBTAScNs1AO4UQuzzZ8ItAOoBPOL/+m4A1+m8XRS5UPuwHrP3V6jbKLHwtZf86sH9lYyueO0BuBncj8kg+PxXD577kk3wPkzE8yBj5eTGOHnx4OtucagH91kyYqycnBgrJzfN42RNE8xCiO8FlFM3APiklHI46G77AdwspbwagBXAHVAy5u3+rw8AKNRyuyhyEe7DUPuL+zDBhNiX+eBrL9lxfyWn4PPe7eB+THhSypGg8x/PfUkmxD6MewzKWDm5MU5ePBgnL1rcZ8mJsXISYqyc3PSIky0ab+CHIrjbMSnllP/vB6Asf3ABSPPf5gCHD8ZNhPsw1P7iPkwwwftSCJHC117S4/5KTsHnvbeB+zEZ8dyX/OIegzJWTm6MkxcPxsmLFvdZcmKsvDjw/JfcFhx/xmPn/kwIsUEIYQZwN4CjAA7icqn1BgAX47BdFLlQ+4v7MPHxtZf8uL+SU/Br76PgfkxGPPclv2Q5DybLdlJofK9ITnzdLQ7cZ8mJsfLiwPNfclvweVDTCuYIfRnALwEIAI9LKZ8TQmQA2CuEKIGyHOKaOGwXRe4xzN5fMsRtlFj42kt+j4H7Kxld8doD92Oyegw89yW7ZDkPJst2UmiPge8VyYivu8XhMXCfJSPGyovDY+D5L5kt+DwopJT6b2YE/BMMbwHwkpSyK97bQ3MLtb+4D5MT91ty4f5aHLgfkxPPfYtTsuzDZNlO4nvFYsL9lny4zxYH7sfkxPPf4hPN/kuYBDMRERERERERERERJRc22CYiIiIiIiIiIiKimDDBTEREREREREREREQxYYKZiIiIiIiIiIiIiGLCBDMRERERERERERERxYQJZiIiIiIiIiIiIiKKyf8HYjm5tO7ET9kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np  \n",
    "import matplotlib.pyplot as plt  \n",
    "import math  \n",
    "\n",
    "def draw_sin(amp, freq, phase, sampleList):\n",
    "    return amp * np.sin(-2 * math.pi * freq * sampleList + phase)\n",
    "def discard(arr, thresh, thresh1):\n",
    "    arr[thresh:thresh1]=0 \n",
    "    return arr \n",
    "strate = 3000\n",
    "t = np.linspace(0, 1, strate) \n",
    "sin1= draw_sin(amp=1.5, freq=30, phase=0, sampleList=t)\n",
    "sin2= draw_sin(amp=3, freq=5, phase=0, sampleList=t)\n",
    "sin3= draw_sin(amp=10, freq=100, phase=0, sampleList=t)\n",
    "sin4= draw_sin(amp=20,freq=120,phase=0,sampleList=t)\n",
    "m = sin1 + sin2 + sin3 + sin4\n",
    "\n",
    "fCoefs = np.fft.fft(m,strate)\n",
    "amp_list=2*np.abs(fCoefs/strate)\n",
    "freqs = np.fft.fftfreq(len(amp_list), 1/strate)\n",
    "#第一种去噪方式：利用掩膜去噪将振幅低于1的噪音去除\n",
    "mask=amp_list>1\n",
    "f=mask*amp_list\n",
    "#第二种去噪方式：将频率高于110hz的噪音去除\n",
    "f1=np.copy(f)\n",
    "f1=discard(f1,110,-110)\n",
    "amp_shifted=np.fft.fftshift(f1)\n",
    "freq_shift=np.fft.fftshift(freqs) \n",
    "\n",
    "mask1=f1>0\n",
    "fCoefs_clean=mask1*fCoefs\n",
    "m_denoise = np.fft.ifft(fCoefs_clean)\n",
    "#生成一个新的数组用来拉开噪声图和去噪图(让坐标分散一点)\n",
    "u=np.linspace(0,3000,3000)\n",
    "#绘制图像\n",
    "fig,ax=plt.subplots(2,2,figsize=(10, 4))\n",
    "ax[0,0].plot(u,m)\n",
    "ax[0,0].set_title(\"noise_time\")\n",
    "ax[0,0].set_xlim([0,500])\n",
    "ax[0,0].grid()\n",
    "\n",
    "ax[0,1].plot(u,np.real(m_denoise))\n",
    "ax[0,1].set_title(\"clean_time\")\n",
    "ax[0,1].set_xlim([0,500])\n",
    "ax[0,1].grid()\n",
    "\n",
    "ax[1,0].stem(freqs,amp_list)\n",
    "ax[1,0].set_xlim([-150,150])\n",
    "ax[1,0].set_ylim([-1, 25])\n",
    "ax[1,0].grid()\n",
    "\n",
    "ax[1,1].stem(freq_shift,amp_shifted)\n",
    "ax[1,1].set_xlim([-150,150])\n",
    "ax[1,1].set_ylim([-1, 15])\n",
    "ax[1,1].grid()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
